Authors: Carlos Iborra Llopis (100451170), Alejandra Galán Arrospide (100451273)
""" Importing necessary libraries """
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import missingno as msno
import seaborn as sns
import scipy.stats as st
import scipy
from matplotlib.cbook import boxplot_stats as bps
This way we avoid creating multiple images and sending the old ones to the trash.
Also using this to upload cleaner commits to GitHub.
""" Cleaning the ../data/img/ folder """
import os
import glob
files = glob.glob('../data/img/*')
for f in files:
if os.path.isfile(f) and f.endswith('.png'):
os.remove(f)
files = glob.glob('../data/img/box-plot/*')
for f in files:
if os.path.isfile(f) and f.endswith('.png'):
os.remove(f)
Reading the datasets from the bz2 files, group 2.
""" Reading the dataset """
disp_df = pd.read_csv("../data/disp_st2ns1.txt.bz2",
compression="bz2", index_col=0)
comp_df = pd.read_csv("../data/comp_st2ns1.txt.bz2",
compression="bz2", index_col=0)
Key Concepts of Exploratory Data Analysis
# Display all the columns of the dataframe
pd.set_option('display.max_columns', None)
disp_df.describe()
| apcp_sf1_1 | apcp_sf2_1 | apcp_sf3_1 | apcp_sf4_1 | apcp_sf5_1 | dlwrf_s1_1 | dlwrf_s2_1 | dlwrf_s3_1 | dlwrf_s4_1 | dlwrf_s5_1 | dswrf_s1_1 | dswrf_s2_1 | dswrf_s3_1 | dswrf_s4_1 | dswrf_s5_1 | pres_ms1_1 | pres_ms2_1 | pres_ms3_1 | pres_ms4_1 | pres_ms5_1 | pwat_ea1_1 | pwat_ea2_1 | pwat_ea3_1 | pwat_ea4_1 | pwat_ea5_1 | spfh_2m1_1 | spfh_2m2_1 | spfh_2m3_1 | spfh_2m4_1 | spfh_2m5_1 | tcdc_ea1_1 | tcdc_ea2_1 | tcdc_ea3_1 | tcdc_ea4_1 | tcdc_ea5_1 | tcolc_e1_1 | tcolc_e2_1 | tcolc_e3_1 | tcolc_e4_1 | tcolc_e5_1 | tmax_2m1_1 | tmax_2m2_1 | tmax_2m3_1 | tmax_2m4_1 | tmax_2m5_1 | tmin_2m1_1 | tmin_2m2_1 | tmin_2m3_1 | tmin_2m4_1 | tmin_2m5_1 | tmp_2m_1_1 | tmp_2m_2_1 | tmp_2m_3_1 | tmp_2m_4_1 | tmp_2m_5_1 | tmp_sfc1_1 | tmp_sfc2_1 | tmp_sfc3_1 | tmp_sfc4_1 | tmp_sfc5_1 | ulwrf_s1_1 | ulwrf_s2_1 | ulwrf_s3_1 | ulwrf_s4_1 | ulwrf_s5_1 | ulwrf_t1_1 | ulwrf_t2_1 | ulwrf_t3_1 | ulwrf_t4_1 | ulwrf_t5_1 | uswrf_s1_1 | uswrf_s2_1 | uswrf_s3_1 | uswrf_s4_1 | uswrf_s5_1 | salida | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4.380000e+03 |
| mean | 0.606809 | 0.252764 | 0.480446 | 0.271476 | 0.514641 | 316.698532 | 317.381851 | 324.682998 | 343.757513 | 343.097254 | 0.070693 | 163.547696 | 375.982939 | 685.232316 | 507.620569 | 101724.224223 | 101779.516825 | 101746.997257 | 101542.138914 | 101503.806442 | 21.412453 | 21.577143 | 22.172867 | 22.628942 | 22.419481 | 0.007851 | 0.008863 | 0.009370 | 0.009483 | 0.009927 | 0.069813 | 0.069181 | 0.065218 | 0.065575 | 0.061610 | 0.070115 | 0.069504 | 0.065527 | 0.065919 | 0.061997 | 286.998221 | 288.368218 | 292.889562 | 294.567249 | 294.625310 | 284.644851 | 284.697383 | 284.678400 | 292.825082 | 291.176236 | 284.897279 | 288.305418 | 292.829753 | 294.385505 | 291.386512 | 284.142094 | 289.314751 | 295.635538 | 295.995843 | 290.450591 | 376.183645 | 382.345516 | 401.169657 | 439.634087 | 431.819393 | 247.683051 | 247.300145 | 251.597699 | 261.916025 | 260.870143 | 0.076235 | 38.585222 | 76.064674 | 126.504047 | 99.087049 | 1.629826e+07 |
| std | 2.275740 | 0.999809 | 1.774720 | 1.086599 | 1.886735 | 55.637609 | 57.874376 | 58.702133 | 60.860672 | 60.693451 | 0.295001 | 112.394328 | 159.517593 | 228.049707 | 193.860461 | 721.839730 | 728.790723 | 718.552527 | 698.496042 | 714.652866 | 12.136053 | 12.264956 | 12.495203 | 12.543698 | 12.310466 | 0.004374 | 0.005020 | 0.005165 | 0.005088 | 0.005442 | 0.167006 | 0.170252 | 0.169748 | 0.169143 | 0.162010 | 0.166901 | 0.170133 | 0.169632 | 0.169005 | 0.161853 | 8.851120 | 9.686553 | 9.827525 | 9.708510 | 9.696085 | 8.663294 | 8.796469 | 8.800662 | 9.880096 | 10.026533 | 8.652794 | 9.738082 | 9.873836 | 9.716331 | 10.015781 | 8.794389 | 9.702728 | 9.070324 | 9.231690 | 10.402144 | 46.178756 | 49.619215 | 50.445754 | 52.695819 | 53.978436 | 36.353242 | 36.804219 | 36.382653 | 39.190955 | 38.734023 | 0.255491 | 25.984861 | 30.784078 | 40.571154 | 35.454368 | 7.965298e+06 |
| min | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 158.971770 | 160.032903 | 165.524543 | 183.671312 | 186.342961 | 0.000000 | 0.000000 | 20.000000 | 30.000000 | 20.000000 | 99316.970881 | 99097.036222 | 98946.524858 | 99010.708097 | 98830.153409 | 1.100000 | 1.314819 | 1.107352 | 1.142803 | 1.201246 | 0.000462 | 0.000485 | 0.000451 | 0.000478 | 0.000468 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 254.589220 | 254.937418 | 258.549777 | 260.800365 | 260.863475 | 251.941358 | 249.576132 | 249.576714 | 258.698331 | 258.171345 | 251.942065 | 254.844406 | 258.552646 | 260.795430 | 258.170049 | 250.100794 | 256.360800 | 263.634377 | 264.533564 | 256.520408 | 227.242239 | 223.985486 | 246.314349 | 278.576630 | 271.707606 | 104.671267 | 113.559602 | 118.679132 | 119.393449 | 121.951425 | 0.000000 | 0.000000 | 3.181818 | 4.363636 | 2.545455 | 5.100000e+05 |
| 25% | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 271.219564 | 268.889864 | 275.709318 | 293.757163 | 292.834810 | 0.000000 | 52.727273 | 240.000000 | 524.545455 | 343.977273 | 101266.292436 | 101311.457564 | 101283.620206 | 101100.136186 | 101050.542436 | 10.971268 | 10.849190 | 11.235352 | 11.630796 | 11.657611 | 0.003998 | 0.004264 | 0.004628 | 0.004745 | 0.004817 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000627 | 0.000573 | 0.000545 | 0.000691 | 0.000736 | 280.341776 | 280.616793 | 285.221118 | 287.201786 | 287.274496 | 278.056773 | 277.877620 | 277.874818 | 285.055183 | 283.568461 | 278.246751 | 280.472266 | 285.052367 | 287.063607 | 283.701843 | 277.188510 | 281.579497 | 288.821357 | 289.178255 | 282.239473 | 339.283260 | 341.152538 | 359.526828 | 399.347294 | 389.547691 | 230.499519 | 230.482578 | 233.976283 | 245.721419 | 243.850282 | 0.000000 | 14.000000 | 53.431818 | 108.454545 | 74.795455 | 1.062375e+07 |
| 50% | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 321.106932 | 323.063311 | 329.708327 | 346.763388 | 345.883918 | 0.000000 | 149.090909 | 382.000000 | 725.454545 | 524.954545 | 101655.984730 | 101712.774503 | 101680.867188 | 101479.565696 | 101430.512784 | 19.312292 | 19.302599 | 19.763636 | 20.431517 | 20.389514 | 0.007257 | 0.008292 | 0.008952 | 0.009197 | 0.009563 | 0.005455 | 0.004545 | 0.003636 | 0.003636 | 0.003636 | 0.005150 | 0.004959 | 0.004136 | 0.004514 | 0.003759 | 287.690272 | 289.161910 | 293.823814 | 295.576867 | 295.664069 | 285.190432 | 285.319819 | 285.210710 | 293.664572 | 291.892625 | 285.524544 | 289.075811 | 293.796660 | 295.402143 | 292.148650 | 284.734411 | 290.105994 | 296.272095 | 296.772838 | 291.155626 | 376.667526 | 383.600055 | 401.964017 | 441.313997 | 434.092922 | 253.198004 | 253.309217 | 257.270334 | 270.790095 | 269.300432 | 0.000000 | 35.363636 | 79.272727 | 135.909091 | 104.818182 | 1.635690e+07 |
| 75% | 0.109091 | 0.051818 | 0.127500 | 0.036364 | 0.090909 | 366.145476 | 370.147353 | 378.509126 | 399.600853 | 398.728281 | 0.000000 | 262.727273 | 522.545455 | 892.045455 | 691.750000 | 102141.220348 | 102200.644176 | 102152.131214 | 101943.061435 | 101919.519709 | 30.959091 | 31.400947 | 32.354219 | 32.975179 | 32.373798 | 0.011580 | 0.013512 | 0.014259 | 0.014150 | 0.015061 | 0.056364 | 0.059091 | 0.044545 | 0.045455 | 0.039091 | 0.056350 | 0.059170 | 0.044798 | 0.044630 | 0.039120 | 294.395465 | 296.994538 | 301.447272 | 302.796303 | 302.828929 | 292.226128 | 292.565418 | 292.550144 | 301.434116 | 299.956680 | 292.520470 | 296.991716 | 301.433807 | 302.711204 | 300.108120 | 292.049802 | 297.934257 | 303.308531 | 303.679695 | 299.685545 | 416.400996 | 428.011458 | 445.903448 | 483.390056 | 477.311875 | 274.555647 | 274.861445 | 278.800420 | 290.139446 | 289.699652 | 0.000000 | 61.818182 | 102.727273 | 155.204545 | 129.545455 | 2.312775e+07 |
| max | 43.009090 | 16.846364 | 28.399091 | 26.381818 | 36.875455 | 426.173970 | 427.486894 | 429.693146 | 455.566337 | 453.910406 | 3.000000 | 381.818182 | 643.545455 | 990.000000 | 791.090909 | 104688.396307 | 104856.285511 | 104693.185369 | 104244.932528 | 104249.968040 | 60.327273 | 58.876881 | 59.915362 | 59.309182 | 60.529133 | 0.018809 | 0.019533 | 0.020985 | 0.021932 | 0.023318 | 1.920909 | 2.370000 | 2.449091 | 2.146364 | 1.957273 | 1.920136 | 2.369282 | 2.450482 | 2.146409 | 1.956655 | 304.480122 | 304.792880 | 311.277519 | 312.660564 | 312.668726 | 300.350930 | 299.724509 | 299.735546 | 310.815957 | 308.761763 | 300.344230 | 304.773410 | 311.272270 | 312.595520 | 309.005149 | 299.869093 | 306.834309 | 315.964081 | 313.965757 | 308.770635 | 470.753102 | 469.429213 | 504.584351 | 555.704024 | 542.529280 | 318.245345 | 311.991660 | 315.569164 | 328.920274 | 327.253141 | 1.000000 | 92.272727 | 192.636364 | 450.636364 | 313.909091 | 3.122700e+07 |
disp_df.shape
(4380, 76)
disp_df.head()
| apcp_sf1_1 | apcp_sf2_1 | apcp_sf3_1 | apcp_sf4_1 | apcp_sf5_1 | dlwrf_s1_1 | dlwrf_s2_1 | dlwrf_s3_1 | dlwrf_s4_1 | dlwrf_s5_1 | dswrf_s1_1 | dswrf_s2_1 | dswrf_s3_1 | dswrf_s4_1 | dswrf_s5_1 | pres_ms1_1 | pres_ms2_1 | pres_ms3_1 | pres_ms4_1 | pres_ms5_1 | pwat_ea1_1 | pwat_ea2_1 | pwat_ea3_1 | pwat_ea4_1 | pwat_ea5_1 | spfh_2m1_1 | spfh_2m2_1 | spfh_2m3_1 | spfh_2m4_1 | spfh_2m5_1 | tcdc_ea1_1 | tcdc_ea2_1 | tcdc_ea3_1 | tcdc_ea4_1 | tcdc_ea5_1 | tcolc_e1_1 | tcolc_e2_1 | tcolc_e3_1 | tcolc_e4_1 | tcolc_e5_1 | tmax_2m1_1 | tmax_2m2_1 | tmax_2m3_1 | tmax_2m4_1 | tmax_2m5_1 | tmin_2m1_1 | tmin_2m2_1 | tmin_2m3_1 | tmin_2m4_1 | tmin_2m5_1 | tmp_2m_1_1 | tmp_2m_2_1 | tmp_2m_3_1 | tmp_2m_4_1 | tmp_2m_5_1 | tmp_sfc1_1 | tmp_sfc2_1 | tmp_sfc3_1 | tmp_sfc4_1 | tmp_sfc5_1 | ulwrf_s1_1 | ulwrf_s2_1 | ulwrf_s3_1 | ulwrf_s4_1 | ulwrf_s5_1 | ulwrf_t1_1 | ulwrf_t2_1 | ulwrf_t3_1 | ulwrf_t4_1 | ulwrf_t5_1 | uswrf_s1_1 | uswrf_s2_1 | uswrf_s3_1 | uswrf_s4_1 | uswrf_s5_1 | salida | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| V1 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 268.583582 | 244.241641 | 251.174486 | 269.741308 | 268.377441 | 0.0 | 30.0 | 220.000000 | 510.000000 | 330.000000 | 101832.056108 | 102053.159091 | 102090.046165 | 101934.175426 | 101988.003551 | 5.879193 | 7.018182 | 8.460800 | 9.418182 | 9.727869 | 0.003229 | 0.002993 | 0.003775 | 0.003870 | 0.003855 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000909 | 0.000818 | 0.000264 | 0.000255 | 0.000500 | 0.002218 | 280.789784 | 279.627444 | 285.727761 | 286.881681 | 286.885823 | 279.198020 | 278.472615 | 278.474720 | 285.799685 | 280.966961 | 279.249256 | 279.612202 | 285.742784 | 286.841053 | 280.960865 | 277.278370 | 279.250383 | 288.826760 | 288.596086 | 278.500078 | 341.122231 | 335.067918 | 354.626126 | 397.774053 | 383.281225 | 222.153166 | 252.504475 | 254.760271 | 263.342404 | 260.067843 | 0.0 | 10.000000 | 50.000000 | 106.636364 | 72.000000 | 11930700 |
| V2 | 0.0 | 0.0 | 0.0 | 0.008182 | 0.2 | 251.725869 | 255.824126 | 272.163913 | 318.259924 | 307.929083 | 0.0 | 30.0 | 173.636364 | 333.636364 | 224.545455 | 101425.883523 | 101284.509233 | 101253.654830 | 100999.313920 | 101424.626420 | 12.534339 | 11.987316 | 12.159355 | 12.313590 | 13.469729 | 0.003737 | 0.003931 | 0.004015 | 0.003994 | 0.004826 | 0.037273 | 0.021818 | 0.101818 | 0.084545 | 0.109091 | 0.037155 | 0.021309 | 0.102373 | 0.085827 | 0.109336 | 278.822329 | 278.063379 | 283.618583 | 286.606684 | 286.643397 | 277.258919 | 276.740628 | 276.740628 | 283.687009 | 282.111078 | 277.282621 | 278.070390 | 283.604600 | 286.554729 | 282.105011 | 275.830009 | 278.269459 | 287.048970 | 287.325478 | 281.005252 | 330.159915 | 329.354673 | 347.524819 | 388.017767 | 378.773804 | 236.836691 | 233.458263 | 233.027276 | 212.652054 | 222.052916 | 0.0 | 8.181818 | 35.909091 | 58.181818 | 42.090909 | 9778500 |
| V3 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 219.734547 | 211.996022 | 216.405820 | 235.529123 | 239.840132 | 0.0 | 30.0 | 220.000000 | 523.636364 | 337.545455 | 102253.654119 | 102301.918324 | 102088.093750 | 101652.815341 | 101543.146307 | 5.726770 | 5.458528 | 5.700000 | 7.163636 | 9.536364 | 0.002003 | 0.001919 | 0.002107 | 0.002431 | 0.002583 | 0.000000 | 0.000000 | 0.007273 | 0.007273 | 0.042727 | 0.001427 | 0.001582 | 0.007309 | 0.006973 | 0.042127 | 275.400091 | 270.222512 | 275.885787 | 279.049513 | 279.381653 | 269.756037 | 269.157731 | 269.156439 | 276.041792 | 275.301960 | 269.766876 | 270.204285 | 275.880818 | 279.064603 | 275.806757 | 269.533059 | 271.690993 | 281.759993 | 282.686446 | 273.615503 | 309.639845 | 299.751961 | 317.250763 | 364.339136 | 351.496665 | 238.655654 | 232.828737 | 235.480750 | 245.177331 | 238.893102 | 0.0 | 10.272727 | 55.272727 | 118.454545 | 79.181818 | 9771900 |
| V4 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 253.499410 | 230.896544 | 235.857221 | 240.274556 | 237.804048 | 0.0 | 30.0 | 208.181818 | 512.727273 | 337.181818 | 102110.375710 | 102435.603693 | 102688.528409 | 102588.876420 | 102598.252841 | 7.889904 | 6.768959 | 6.208357 | 5.977267 | 6.411838 | 0.002918 | 0.002735 | 0.002771 | 0.002821 | 0.002738 | 0.000000 | 0.002727 | 0.005455 | 0.000909 | 0.012727 | 0.000473 | 0.004018 | 0.007300 | 0.001600 | 0.014882 | 279.396046 | 276.176919 | 276.868630 | 278.550368 | 278.572038 | 276.175482 | 273.839142 | 273.840535 | 276.942990 | 273.802970 | 276.312428 | 274.045715 | 276.877749 | 278.571555 | 273.812827 | 274.824765 | 274.466433 | 281.291418 | 281.871679 | 272.191753 | 330.310971 | 318.761563 | 329.305478 | 360.297788 | 348.618319 | 236.784869 | 241.916776 | 243.398572 | 251.473036 | 247.503769 | 0.0 | 8.909091 | 46.000000 | 107.090909 | 73.636364 | 6466800 |
| V5 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 234.890020 | 238.927051 | 246.850822 | 271.577246 | 275.572826 | 0.0 | 30.0 | 220.000000 | 517.272727 | 336.363636 | 101750.317472 | 101331.333807 | 100921.029119 | 100422.514915 | 100309.059659 | 10.783448 | 10.425542 | 10.362327 | 8.829511 | 9.647615 | 0.003274 | 0.003269 | 0.003066 | 0.003483 | 0.003788 | 0.000909 | 0.000909 | 0.000909 | 0.014545 | 0.050909 | 0.001673 | 0.001836 | 0.001373 | 0.015909 | 0.049591 | 273.294803 | 275.018022 | 283.542744 | 288.171156 | 288.265137 | 272.858415 | 273.303902 | 273.306355 | 283.734819 | 283.735446 | 273.314844 | 274.990234 | 283.563099 | 288.178922 | 285.567946 | 272.260426 | 275.132668 | 285.698725 | 288.490562 | 283.121391 | 310.023179 | 314.763264 | 334.042186 | 388.737835 | 383.409776 | 233.641681 | 233.706659 | 239.952805 | 258.128188 | 253.200684 | 0.0 | 8.909091 | 48.909091 | 106.272727 | 71.818182 | 11545200 |
disp_df.info()
<class 'pandas.core.frame.DataFrame'> Index: 4380 entries, V1 to V4380 Data columns (total 76 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 apcp_sf1_1 4380 non-null float64 1 apcp_sf2_1 4380 non-null float64 2 apcp_sf3_1 4380 non-null float64 3 apcp_sf4_1 4380 non-null float64 4 apcp_sf5_1 4380 non-null float64 5 dlwrf_s1_1 4380 non-null float64 6 dlwrf_s2_1 4380 non-null float64 7 dlwrf_s3_1 4380 non-null float64 8 dlwrf_s4_1 4380 non-null float64 9 dlwrf_s5_1 4380 non-null float64 10 dswrf_s1_1 4380 non-null float64 11 dswrf_s2_1 4380 non-null float64 12 dswrf_s3_1 4380 non-null float64 13 dswrf_s4_1 4380 non-null float64 14 dswrf_s5_1 4380 non-null float64 15 pres_ms1_1 4380 non-null float64 16 pres_ms2_1 4380 non-null float64 17 pres_ms3_1 4380 non-null float64 18 pres_ms4_1 4380 non-null float64 19 pres_ms5_1 4380 non-null float64 20 pwat_ea1_1 4380 non-null float64 21 pwat_ea2_1 4380 non-null float64 22 pwat_ea3_1 4380 non-null float64 23 pwat_ea4_1 4380 non-null float64 24 pwat_ea5_1 4380 non-null float64 25 spfh_2m1_1 4380 non-null float64 26 spfh_2m2_1 4380 non-null float64 27 spfh_2m3_1 4380 non-null float64 28 spfh_2m4_1 4380 non-null float64 29 spfh_2m5_1 4380 non-null float64 30 tcdc_ea1_1 4380 non-null float64 31 tcdc_ea2_1 4380 non-null float64 32 tcdc_ea3_1 4380 non-null float64 33 tcdc_ea4_1 4380 non-null float64 34 tcdc_ea5_1 4380 non-null float64 35 tcolc_e1_1 4380 non-null float64 36 tcolc_e2_1 4380 non-null float64 37 tcolc_e3_1 4380 non-null float64 38 tcolc_e4_1 4380 non-null float64 39 tcolc_e5_1 4380 non-null float64 40 tmax_2m1_1 4380 non-null float64 41 tmax_2m2_1 4380 non-null float64 42 tmax_2m3_1 4380 non-null float64 43 tmax_2m4_1 4380 non-null float64 44 tmax_2m5_1 4380 non-null float64 45 tmin_2m1_1 4380 non-null float64 46 tmin_2m2_1 4380 non-null float64 47 tmin_2m3_1 4380 non-null float64 48 tmin_2m4_1 4380 non-null float64 49 tmin_2m5_1 4380 non-null float64 50 tmp_2m_1_1 4380 non-null float64 51 tmp_2m_2_1 4380 non-null float64 52 tmp_2m_3_1 4380 non-null float64 53 tmp_2m_4_1 4380 non-null float64 54 tmp_2m_5_1 4380 non-null float64 55 tmp_sfc1_1 4380 non-null float64 56 tmp_sfc2_1 4380 non-null float64 57 tmp_sfc3_1 4380 non-null float64 58 tmp_sfc4_1 4380 non-null float64 59 tmp_sfc5_1 4380 non-null float64 60 ulwrf_s1_1 4380 non-null float64 61 ulwrf_s2_1 4380 non-null float64 62 ulwrf_s3_1 4380 non-null float64 63 ulwrf_s4_1 4380 non-null float64 64 ulwrf_s5_1 4380 non-null float64 65 ulwrf_t1_1 4380 non-null float64 66 ulwrf_t2_1 4380 non-null float64 67 ulwrf_t3_1 4380 non-null float64 68 ulwrf_t4_1 4380 non-null float64 69 ulwrf_t5_1 4380 non-null float64 70 uswrf_s1_1 4380 non-null float64 71 uswrf_s2_1 4380 non-null float64 72 uswrf_s3_1 4380 non-null float64 73 uswrf_s4_1 4380 non-null float64 74 uswrf_s5_1 4380 non-null float64 75 salida 4380 non-null int64 dtypes: float64(75), int64(1) memory usage: 2.6+ MB
Fist, we check the number the total number of missing values in the dataset in order to know if we have to clean the dataset or not.
disp_df.isna().sum()
apcp_sf1_1 0
apcp_sf2_1 0
apcp_sf3_1 0
apcp_sf4_1 0
apcp_sf5_1 0
..
uswrf_s2_1 0
uswrf_s3_1 0
uswrf_s4_1 0
uswrf_s5_1 0
salida 0
Length: 76, dtype: int64
As we can oberve, there are no missing values in the dataset, but theres still the possibility of having missing values measured as 0's, so we will check if all those zeros make sense in the context of the dataset or not.
# In the plot, we can see that there are a lot of 0 values in the dataset
disp_df.plot(legend=False, figsize=(15, 5))
<AxesSubplot:>
result = disp_df.eq(0.0).sum()/len(disp_df)*100
# Select those columns with more than 30% of zeros
result = result[result > 30.0]
result = result.sort_values(ascending=False)
result
dswrf_s1_1 92.054795 uswrf_s1_1 90.844749 apcp_sf4_1 63.378995 apcp_sf5_1 61.278539 apcp_sf1_1 61.164384 apcp_sf2_1 60.296804 apcp_sf3_1 57.305936 tcdc_ea3_1 37.945205 tcdc_ea1_1 37.237443 tcdc_ea2_1 37.123288 tcdc_ea5_1 36.004566 tcdc_ea4_1 35.547945 dtype: float64
As output of the previous cell, we can see that there exist a lot of zeros in the dataset, let's analize if those zeros make sense or not.
The variables with most ammount of zeros (>30%) are:
First, lets start by assigning the zeros to NaNs. By doing this we can visualize the varibles that take more values other than zero.
disp_df_nan = disp_df.replace(0.0, np.nan)
""" Plotting missing values """
# Sustitute 0.0 values with NaN and plot the name of the columns with missing values
# ? msno.bar is a simple visualization of nullity by column
msno.bar(disp_df_nan, labels=True, fontsize=7, figsize=(15, 7))
# Exporting image as png to ../data/img folder
plt.savefig("../data/img/missing_values_bar.png")
""" Plotting the missing values in a matrix """
# ? The msno.matrix nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
msno.matrix(disp_df_nan, labels=True, fontsize=7, figsize=(15, 7), color=(.3, .3, .3))
# Exporting image as png to ../data/img folder
plt.savefig("../data/img/missing_values_matrix.png")
""" Plotting the missing values in a heatmap """
# As in a hetmap not every value is shown, we must delimit the values to the ones with more than 30% of missing values
result = disp_df.eq(0.0).sum()/len(disp_df)*100
result = result[result > 30.0] # Select those columns with more than 30% of zeros
result = result.sort_values(ascending=False)
result = result.index.tolist() # Convert to list
result
# ? The missingno correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another
msno.heatmap(disp_df_nan[result], fontsize=7, figsize=(15, 7))
# Exporting image as png to ../data/img folder
plt.savefig("../data/img/missing_values_heatmap.png")
""" Plotting the dendrogram """
# ? The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap:
msno.dendrogram(disp_df_nan, orientation="top",fontsize=7, figsize=(15, 7))
# Exporting image as png to ../data/img folder
plt.savefig("../data/img/missing_values_dendrogram.png")
In this section, we have observe that there are no attibutes with 'Null' nor 'NaN' nor 'None' values. This indicated that at a first glance, the data is clean, at least of those datatypes.
In second place, we have observed that the attributes that we suspected could have an important number of missing values (represented by 0 instead of the previously mentioned), had instead valuable information, as we have proved along this section.
Since the data is clean and we have concluded there are no missing values, we do not need to complete them using a model or other methods, so we can move on to the next step, observing the outliers.
With the objective of noticing the outliers on each attribute, we create a box-plot of each of the attributes
list_of_attributes = disp_df.columns.values.tolist()
#print(list_of_attributes)
# Boxplot with all attributes in the dataset
# sns.boxplot(data=disp_df, orient="h")
# plt.show()
disp_df.describe()
| apcp_sf1_1 | apcp_sf2_1 | apcp_sf3_1 | apcp_sf4_1 | apcp_sf5_1 | dlwrf_s1_1 | dlwrf_s2_1 | dlwrf_s3_1 | dlwrf_s4_1 | dlwrf_s5_1 | dswrf_s1_1 | dswrf_s2_1 | dswrf_s3_1 | dswrf_s4_1 | dswrf_s5_1 | pres_ms1_1 | pres_ms2_1 | pres_ms3_1 | pres_ms4_1 | pres_ms5_1 | pwat_ea1_1 | pwat_ea2_1 | pwat_ea3_1 | pwat_ea4_1 | pwat_ea5_1 | spfh_2m1_1 | spfh_2m2_1 | spfh_2m3_1 | spfh_2m4_1 | spfh_2m5_1 | tcdc_ea1_1 | tcdc_ea2_1 | tcdc_ea3_1 | tcdc_ea4_1 | tcdc_ea5_1 | tcolc_e1_1 | tcolc_e2_1 | tcolc_e3_1 | tcolc_e4_1 | tcolc_e5_1 | tmax_2m1_1 | tmax_2m2_1 | tmax_2m3_1 | tmax_2m4_1 | tmax_2m5_1 | tmin_2m1_1 | tmin_2m2_1 | tmin_2m3_1 | tmin_2m4_1 | tmin_2m5_1 | tmp_2m_1_1 | tmp_2m_2_1 | tmp_2m_3_1 | tmp_2m_4_1 | tmp_2m_5_1 | tmp_sfc1_1 | tmp_sfc2_1 | tmp_sfc3_1 | tmp_sfc4_1 | tmp_sfc5_1 | ulwrf_s1_1 | ulwrf_s2_1 | ulwrf_s3_1 | ulwrf_s4_1 | ulwrf_s5_1 | ulwrf_t1_1 | ulwrf_t2_1 | ulwrf_t3_1 | ulwrf_t4_1 | ulwrf_t5_1 | uswrf_s1_1 | uswrf_s2_1 | uswrf_s3_1 | uswrf_s4_1 | uswrf_s5_1 | salida | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4380.000000 | 4.380000e+03 |
| mean | 0.606809 | 0.252764 | 0.480446 | 0.271476 | 0.514641 | 316.698532 | 317.381851 | 324.682998 | 343.757513 | 343.097254 | 0.070693 | 163.547696 | 375.982939 | 685.232316 | 507.620569 | 101724.224223 | 101779.516825 | 101746.997257 | 101542.138914 | 101503.806442 | 21.412453 | 21.577143 | 22.172867 | 22.628942 | 22.419481 | 0.007851 | 0.008863 | 0.009370 | 0.009483 | 0.009927 | 0.069813 | 0.069181 | 0.065218 | 0.065575 | 0.061610 | 0.070115 | 0.069504 | 0.065527 | 0.065919 | 0.061997 | 286.998221 | 288.368218 | 292.889562 | 294.567249 | 294.625310 | 284.644851 | 284.697383 | 284.678400 | 292.825082 | 291.176236 | 284.897279 | 288.305418 | 292.829753 | 294.385505 | 291.386512 | 284.142094 | 289.314751 | 295.635538 | 295.995843 | 290.450591 | 376.183645 | 382.345516 | 401.169657 | 439.634087 | 431.819393 | 247.683051 | 247.300145 | 251.597699 | 261.916025 | 260.870143 | 0.076235 | 38.585222 | 76.064674 | 126.504047 | 99.087049 | 1.629826e+07 |
| std | 2.275740 | 0.999809 | 1.774720 | 1.086599 | 1.886735 | 55.637609 | 57.874376 | 58.702133 | 60.860672 | 60.693451 | 0.295001 | 112.394328 | 159.517593 | 228.049707 | 193.860461 | 721.839730 | 728.790723 | 718.552527 | 698.496042 | 714.652866 | 12.136053 | 12.264956 | 12.495203 | 12.543698 | 12.310466 | 0.004374 | 0.005020 | 0.005165 | 0.005088 | 0.005442 | 0.167006 | 0.170252 | 0.169748 | 0.169143 | 0.162010 | 0.166901 | 0.170133 | 0.169632 | 0.169005 | 0.161853 | 8.851120 | 9.686553 | 9.827525 | 9.708510 | 9.696085 | 8.663294 | 8.796469 | 8.800662 | 9.880096 | 10.026533 | 8.652794 | 9.738082 | 9.873836 | 9.716331 | 10.015781 | 8.794389 | 9.702728 | 9.070324 | 9.231690 | 10.402144 | 46.178756 | 49.619215 | 50.445754 | 52.695819 | 53.978436 | 36.353242 | 36.804219 | 36.382653 | 39.190955 | 38.734023 | 0.255491 | 25.984861 | 30.784078 | 40.571154 | 35.454368 | 7.965298e+06 |
| min | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 158.971770 | 160.032903 | 165.524543 | 183.671312 | 186.342961 | 0.000000 | 0.000000 | 20.000000 | 30.000000 | 20.000000 | 99316.970881 | 99097.036222 | 98946.524858 | 99010.708097 | 98830.153409 | 1.100000 | 1.314819 | 1.107352 | 1.142803 | 1.201246 | 0.000462 | 0.000485 | 0.000451 | 0.000478 | 0.000468 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 254.589220 | 254.937418 | 258.549777 | 260.800365 | 260.863475 | 251.941358 | 249.576132 | 249.576714 | 258.698331 | 258.171345 | 251.942065 | 254.844406 | 258.552646 | 260.795430 | 258.170049 | 250.100794 | 256.360800 | 263.634377 | 264.533564 | 256.520408 | 227.242239 | 223.985486 | 246.314349 | 278.576630 | 271.707606 | 104.671267 | 113.559602 | 118.679132 | 119.393449 | 121.951425 | 0.000000 | 0.000000 | 3.181818 | 4.363636 | 2.545455 | 5.100000e+05 |
| 25% | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 271.219564 | 268.889864 | 275.709318 | 293.757163 | 292.834810 | 0.000000 | 52.727273 | 240.000000 | 524.545455 | 343.977273 | 101266.292436 | 101311.457564 | 101283.620206 | 101100.136186 | 101050.542436 | 10.971268 | 10.849190 | 11.235352 | 11.630796 | 11.657611 | 0.003998 | 0.004264 | 0.004628 | 0.004745 | 0.004817 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000627 | 0.000573 | 0.000545 | 0.000691 | 0.000736 | 280.341776 | 280.616793 | 285.221118 | 287.201786 | 287.274496 | 278.056773 | 277.877620 | 277.874818 | 285.055183 | 283.568461 | 278.246751 | 280.472266 | 285.052367 | 287.063607 | 283.701843 | 277.188510 | 281.579497 | 288.821357 | 289.178255 | 282.239473 | 339.283260 | 341.152538 | 359.526828 | 399.347294 | 389.547691 | 230.499519 | 230.482578 | 233.976283 | 245.721419 | 243.850282 | 0.000000 | 14.000000 | 53.431818 | 108.454545 | 74.795455 | 1.062375e+07 |
| 50% | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 321.106932 | 323.063311 | 329.708327 | 346.763388 | 345.883918 | 0.000000 | 149.090909 | 382.000000 | 725.454545 | 524.954545 | 101655.984730 | 101712.774503 | 101680.867188 | 101479.565696 | 101430.512784 | 19.312292 | 19.302599 | 19.763636 | 20.431517 | 20.389514 | 0.007257 | 0.008292 | 0.008952 | 0.009197 | 0.009563 | 0.005455 | 0.004545 | 0.003636 | 0.003636 | 0.003636 | 0.005150 | 0.004959 | 0.004136 | 0.004514 | 0.003759 | 287.690272 | 289.161910 | 293.823814 | 295.576867 | 295.664069 | 285.190432 | 285.319819 | 285.210710 | 293.664572 | 291.892625 | 285.524544 | 289.075811 | 293.796660 | 295.402143 | 292.148650 | 284.734411 | 290.105994 | 296.272095 | 296.772838 | 291.155626 | 376.667526 | 383.600055 | 401.964017 | 441.313997 | 434.092922 | 253.198004 | 253.309217 | 257.270334 | 270.790095 | 269.300432 | 0.000000 | 35.363636 | 79.272727 | 135.909091 | 104.818182 | 1.635690e+07 |
| 75% | 0.109091 | 0.051818 | 0.127500 | 0.036364 | 0.090909 | 366.145476 | 370.147353 | 378.509126 | 399.600853 | 398.728281 | 0.000000 | 262.727273 | 522.545455 | 892.045455 | 691.750000 | 102141.220348 | 102200.644176 | 102152.131214 | 101943.061435 | 101919.519709 | 30.959091 | 31.400947 | 32.354219 | 32.975179 | 32.373798 | 0.011580 | 0.013512 | 0.014259 | 0.014150 | 0.015061 | 0.056364 | 0.059091 | 0.044545 | 0.045455 | 0.039091 | 0.056350 | 0.059170 | 0.044798 | 0.044630 | 0.039120 | 294.395465 | 296.994538 | 301.447272 | 302.796303 | 302.828929 | 292.226128 | 292.565418 | 292.550144 | 301.434116 | 299.956680 | 292.520470 | 296.991716 | 301.433807 | 302.711204 | 300.108120 | 292.049802 | 297.934257 | 303.308531 | 303.679695 | 299.685545 | 416.400996 | 428.011458 | 445.903448 | 483.390056 | 477.311875 | 274.555647 | 274.861445 | 278.800420 | 290.139446 | 289.699652 | 0.000000 | 61.818182 | 102.727273 | 155.204545 | 129.545455 | 2.312775e+07 |
| max | 43.009090 | 16.846364 | 28.399091 | 26.381818 | 36.875455 | 426.173970 | 427.486894 | 429.693146 | 455.566337 | 453.910406 | 3.000000 | 381.818182 | 643.545455 | 990.000000 | 791.090909 | 104688.396307 | 104856.285511 | 104693.185369 | 104244.932528 | 104249.968040 | 60.327273 | 58.876881 | 59.915362 | 59.309182 | 60.529133 | 0.018809 | 0.019533 | 0.020985 | 0.021932 | 0.023318 | 1.920909 | 2.370000 | 2.449091 | 2.146364 | 1.957273 | 1.920136 | 2.369282 | 2.450482 | 2.146409 | 1.956655 | 304.480122 | 304.792880 | 311.277519 | 312.660564 | 312.668726 | 300.350930 | 299.724509 | 299.735546 | 310.815957 | 308.761763 | 300.344230 | 304.773410 | 311.272270 | 312.595520 | 309.005149 | 299.869093 | 306.834309 | 315.964081 | 313.965757 | 308.770635 | 470.753102 | 469.429213 | 504.584351 | 555.704024 | 542.529280 | 318.245345 | 311.991660 | 315.569164 | 328.920274 | 327.253141 | 1.000000 | 92.272727 | 192.636364 | 450.636364 | 313.909091 | 3.122700e+07 |
## disp_df['apcp_sf1_1'].value_counts()
Here, by plotting the boxplots and making the outliers (fliers) visible, we are able to see some outliers in the dataset.
Take into account that the outliers are represented by the points outside the boxplot and they can be potentially wrong values or just values that are not usual in the dataset (ruido).
""" Plotting the boxplot for each attribute and getting the outliers of each attribute """
total_outliers = []
# * We iterate over the list of attributes
for attribute in list_of_attributes:
# * sns.regplot(x=disp_df[attribute], y=disp_df['total'], fit_reg=False)
sns.boxplot(data=disp_df[attribute], x=disp_df[attribute], orient="h")
# * Use the command below to show each plot (small size for visualization sake)
# sns.set(rc={'figure.figsize':(1,.5)})
# plt.show()
# * All the images are saved in the folder ../data/img/box-plot
plt.savefig(f"../data/img/box-plot/{str(attribute)}.png")
# We obtain the a list of outliers for each attribute
list_of_outliers = disp_df[attribute][disp_df[attribute] > disp_df[attribute].quantile(0.75) + 1.5*(disp_df[attribute].quantile(0.75) - disp_df[attribute].quantile(0.25))].tolist()
outliers = [f'{attribute} outliers'] + [len(list_of_outliers)] + [list_of_outliers]
# * In orde to print the total number of outliers for each attribute
# print(f'{attribute} has {len(list_of_outliers)} outliers')
# ! Data structure: [attribute, number of outliers, list of outliers]
print(outliers)
total_outliers.append(outliers)
print(total_outliers)
['apcp_sf1_1 outliers', 839, [1.11909090930765, 0.358181819997051, 2.46363633329218, 0.510000003332442, 1.12363637577404, 26.886363549666, 0.942727267742157, 1.08727271990343, 11.872727134011, 0.358181823383678, 0.2845454569906, 4.84181818095121, 6.9500000260093, 5.18909092382951, 7.09727272120389, 0.916363634846427, 0.448181818832051, 3.9127273153175, 3.16363642432473, 1.2427272695032, 2.06454543633894, 6.27000004188581, 1.0327272862196, 0.31909091161056, 2.17272726785053, 0.876363634724509, 2.17636364630678, 0.487272722815925, 1.37545453960245, 1.01727271080017, 0.504545454274524, 1.41818179122426, 8.4618182182312, 1.12727272510529, 4.05181815881621, 0.94454545324499, 4.33272725885565, 0.670000000433488, 0.358181819997051, 0.418181818994609, 10.9018183621493, 0.512727274474773, 3.700909094377, 5.45909088308161, 0.351818186992949, 1.35636362907561, 0.296363632787358, 0.409090909768235, 6.56000002947721, 6.44272729483518, 2.39000003039837, 1.08272727240216, 3.78181821649725, 0.45545454594222, 3.58909089998765, 3.91545449603688, 0.572727272456342, 1.75636361945759, 1.90000000866977, 0.463636354966597, 4.7136363549666, 1.68636362119154, 6.22545459053733, 3.92181821302934, 1.46545452421362, 28.6190910339355, 0.390909087928859, 0.367272729223425, 0.639090915972536, 0.313636367971247, 2.27272728356448, 2.30454544587569, 0.525454550981522, 4.22181820869446, 7.90272734381936, 0.300909101963043, 0.330909093672579, 0.504545450210571, 0.292727279392156, 1.77090911973606, 0.79818180474368, 0.424545458771966, 2.80545456842943, 0.641818176616322, 17.1690908778797, 1.97272727706216, 0.539090902290561, 2.97454549914057, 0.378181820566004, 2.07272729548541, 1.23545454848896, 7.32181820002469, 0.565454542636871, 0.80727272819389, 2.13000000606884, 0.357272728600285, 0.770909078249877, 0.779090911149979, 6.95636356960643, 0.65727273137732, 18.6727274114435, 0.543636381287466, 0.83545454997908, 0.76272727413611, 2.72636364180256, 2.11636363918131, 0.717272729020227, 5.15181822126562, 0.322727283293551, 10.397272716869, 0.41454545611685, 2.42818182554435, 0.502727262675762, 2.5536363883452, 2.6454545584592, 0.37454545091499, 1.98636362769387, 1.0618181926283, 19.4163636727767, 13.7645454840227, 1.44727270440622, 1.67000000585209, 4.53909091515975, 6.80181812833656, 3.49999995123256, 1.20636362108317, 20.0018183101307, 3.71818180517717, 0.645454550331289, 0.434545450081879, 1.57636363397945, 1.32272725755518, 5.3500000780279, 0.878181817856702, 1.9018181995912, 0.44545455141501, 1.09636363658038, 0.473636364394968, 0.384545461698012, 0.370909094810486, 1.48909089782021, 0.391818182034926, 0.429999999024651, 1.70454546538266, 12.6972728209062, 1.13818182254379, 1.67727274244482, 6.99363639137962, 0.372727276249365, 3.55636366930875, 0.534545455974611, 2.29363635961305, 0.414545457471501, 3.86363630945032, 0.530909104611386, 9.36272725191983, 0.84272725998678, 0.483636368404735, 1.40090907161886, 1.24818180907856, 2.66545453938571, 10.9272726232355, 9.63181829452515, 1.5727272819389, 2.32999999668788, 0.347272736613046, 2.20727270164273, 1.33363635431636, 0.427272729236971, 0.869999988512559, 2.52545454285362, 0.816363638774915, 1.82909093255346, 0.343636370517991, 0.34545454450629, 1.64818180149252, 0.367272731932727, 19.2481820366599, 4.26909083669836, 1.68454544110732, 0.702727283943783, 27.2272729006681, 0.445454555478963, 0.414545446464961, 3.20454548705708, 2.01909091255882, 0.551818183877251, 4.35909090258858, 0.383636361834678, 2.20909091559323, 2.44818179173903, 1.28181817585772, 1.27272725647146, 0.877272725105286, 1.83545451001687, 0.32363636656241, 1.26000000942837, 0.372727277604016, 0.350000003522093, 1.98545454307036, 13.6281818910079, 5.66999996792186, 0.280909093943509, 0.374545455656268, 0.276363636959683, 0.467272728681564, 1.52909089760347, 1.22272726080634, 0.873636367646131, 1.12090907313607, 1.17272727597844, 15.347272829576, 1.45272728529843, 3.53181817314842, 0.305454548109661, 1.92454544522546, 2.6090909296816, 0.899999991736629, 0.311818187887018, 0.554545464840802, 6.33545455065641, 0.572727272456342, 3.12363638661125, 5.0236363844438, 0.404545453461734, 15.4318182685158, 0.654545466330918, 7.28454550829801, 12.6254546425559, 2.94909093596719, 0.986363633112474, 4.02727274461226, 9.77363640611822, 8.0363635149869, 5.95454542203383, 0.672727274623784, 4.68272729353471, 1.99272729050029, 3.63181815906004, 0.750909109007229, 18.9118181575428, 0.410000006583604, 1.50272727283564, 0.686363633383404, 4.88363636352799, 0.390909096056765, 1.22000000558116, 8.08181806044145, 0.770909079096534, 2.35636362162503, 0.920000000433488, 5.42272721637379, 1.27000001343814, 3.19636364281178, 5.18181818181818, 9.32363627173684, 1.88000002232465, 3.06818181818182, 0.430000000379302, 5.72545456886292, 0.722727279771458, 8.76636370745572, 2.24181819910353, 9.17636368491433, 1.549090905623, 6.32999996705489, 1.96727270429785, 0.420909092507579, 2.23727270689878, 13.8454544760964, 11.0963635878129, 9.75454551523382, 5.13999999653209, 1.89090909470211, 0.548181827603416, 0.283636360005899, 7.75454558025707, 0.619090906598351, 2.11999998648058, 0.591818186369809, 1.29000000520186, 1.19999999078837, 2.80909091776068, 1.45545453375036, 3.46272729743611, 4.33636366237294, 0.770000008019534, 0.350000003522093, 0.513636361468922, 13.8272727619518, 2.59909090128812, 1.02727273377505, 0.500000005418604, 24.881818077781, 3.58181819048795, 5.19090906056491, 2.42636363072829, 4.42727264490995, 0.278181826526468, 4.77000004594976, 1.38272729245099, 2.00363634933125, 0.327272732826796, 0.318181824277748, 0.282727275890383, 0.537272729656913, 1.03454543514685, 4.12545453418385, 1.02999999577349, 0.317272732203657, 0.930000007152557, 0.685454539277337, 0.293636370788921, 1.77181817184795, 3.00545454025269, 2.30454544587569, 5.54818175055764, 0.396363645792007, 0.497272731228308, 0.754545458338477, 1.2554545592178, 1.49090910499746, 1.22909091633152, 4.54818181558089, 9.58818190748041, 2.29181817444888, 3.50272731347518, 6.21818191083995, 10.130909096111, 2.95272726904262, 8.49818181991577, 6.55181815407493, 2.35999997976151, 1.84636362574317, 0.428181829100305, 0.720909096300602, 0.370909090238539, 3.09090905924412, 0.997272753241387, 3.09909093379974, 2.62636362422596, 0.309090915051374, 0.919999998401512, 8.36181820522655, 0.370000002228401, 0.358181825754317, 0.349090909924019, 0.441818183795972, 1.55999999967488, 1.13818181373856, 0.319090915674513, 15.5790910287337, 0.515454542907802, 2.2918181961233, 0.487272727218541, 0.628181820566004, 2.44181817770004, 6.47181814367121, 6.49818179824136, 10.4854546460238, 3.71818185936321, 0.715454563498497, 2.00000001219186, 5.19363635507497, 2.68545454334129, 0.555454549464312, 0.345454549247568, 0.362727272747592, 0.434545451944525, 1.51272724433379, 2.77636367082596, 0.798181812871586, 2.87818182869391, 0.957272730090401, 1.8890909281644, 0.647272724996914, 0.492727282372388, 0.795454548163848, 10.8654546304183, 10.5163635774092, 1.81818181276321, 4.47636363723061, 2.79636362465945, 2.19818183508786, 0.956363640048287, 3.94727277755737, 10.3209091533314, 1.61454543742267, 0.336363639343869, 0.370000007477674, 0.65727271546017, 0.866363633762706, 0.373636361211538, 9.27090909264304, 0.350909093564207, 0.289090912450444, 0.559090906923467, 15.5772725018588, 2.8718181821433, 0.295454548163847, 7.1936363957145, 2.2618181922219, 1.49818181720647, 6.83909097584811, 3.97272732041099, 2.10727274959738, 0.381818186153065, 0.378181824629957, 0.616363636133346, 3.82272731174122, 1.05272726121951, 0.357272720472379, 0.280000006272034, 2.58181819048795, 1.31545455076478, 0.810909087346359, 0.310000001029535, 0.540909097445282, 1.13818181373856, 0.422727270559831, 5.56454540924592, 4.010909113017, 0.768181809647517, 9.92909084666859, 0.520000001246279, 4.14727278189226, 0.485454540022395, 0.666363643143665, 0.812727268446576, 0.501818178898909, 5.38090909882025, 2.30636364221573, 1.28000000186942, 1.60454546118324, 34.428182255138, 1.62090908397328, 0.87272726947611, 0.748181814497167, 5.0563636042855, 0.36454545638778, 0.475454547019167, 0.40636363693259, 0.7436363697052, 24.0490908189253, 4.299090905623, 0.933636355129155, 12.3518181714145, 10.6827272935347, 10.1236363540996, 3.33909091082486, 1.00363636558706, 0.751818182116205, 0.5, 2.78909091515975, 1.9300000295043, 0.520909092643044, 1.81818183443763, 2.67000004378232, 7.02999994971535, 2.5054545619271, 4.4654544971206, 12.1045455932617, 0.477272728627378, 2.46818181601438, 3.84818186543205, 0.923636371439153, 6.17818183519624, 4.43999997052279, 0.564545464786616, 1.38727272623642, 0.343636366284706, 7.80454548922452, 2.32272724062204, 0.621818182143298, 0.43181818655946, 0.428181818940423, 0.956363646144217, 11.5027272918008, 2.718181848526, 0.651818191463297, 3.13454548879103, 3.87363637577404, 12.6245454874906, 8.5736363584345, 1.96727271513505, 0.338181824169376, 0.945454540577802, 0.35363636131991, 2.40000002221628, 0.412727276371284, 0.419090912592682, 1.52818181297996, 6.07090906663375, 0.544545445929874, 0.711818182671612, 1.42000000314279, 0.950909094376998, 1.28818182308565, 6.4045454074036, 3.54636365717108, 0.695454544641755, 4.45090907270258, 1.13272726789794, 0.328181820836934, 0.717272715135054, 2.1345454508608, 1.1890909075737, 0.343636365099387, 2.21090907400305, 5.70909096977927, 0.596363641998985, 0.285454547540708, 7.42818190834739, 1.0181818225167, 3.00454541769895, 0.357272731986913, 0.761818186803298, 4.79090907356956, 3.25545451857827, 11.0663635513999, 0.338181820782748, 0.627272719686682, 12.7418182546442, 0.593636366454038, 0.402727274054831, 3.53545460917733, 3.54818184809251, 0.47181818431074, 0.340909093618393, 7.04545463215221, 2.81818182901903, 0.346363639289683, 0.573636358434504, 0.698181813413447, 0.535454545508732, 0.419090910391374, 0.840909085490487, 0.350000004876744, 6.88272723284635, 2.47181821004911, 0.647272719578309, 0.507272725755518, 0.57727272469889, 0.286363641646775, 2.29181816361167, 2.81454546292397, 3.57090910998258, 0.355454549532045, 3.85999997095628, 12.5172726024281, 2.66818179867484, 6.52090913599188, 0.806363643401048, 1.46272731165994, 0.985454542393034, 3.5990909487009, 1.44545454464175, 0.578181817619638, 0.432727274569598, 0.371818187053908, 1.97363636642694, 0.469999996775931, 0.304545453326269, 0.372727272862738, 1.42909090644257, 2.73090907118537, 1.36272725208916, 1.09909091263332, 0.846363658932122, 1.6090909188444, 1.94727273149924, 0.502727265554396, 0.83090910112316, 0.856363646686077, 6.52454535527663, 3.41727274656296, 6.27818192677064, 1.4072727188468, 0.80272727933797, 0.524545455520803, 0.794545458121733, 0.462727270173756, 4.01818187128414, 1.91454543850639, 4.89818180691112, 0.748181817206469, 3.71818180517717, 1.47999998385256, 1.37999999523163, 4.54727270386436, 2.35454545237801, 4.78090906143188, 1.78909089890393, 0.595454554666172, 5.79090907356956, 5.19090906056491, 0.346363641998985, 13.2372727827592, 2.9636363549666, 0.561818175356496, 2.93727271123366, 1.39363635399125, 1.42000000585209, 2.77727272293784, 2.99090909957886, 5.25454543937336, 0.300909092819149, 0.615454552695155, 2.31000001864, 4.43090911345048, 18.0500000173395, 2.12727271968668, 1.05454546077685, 6.04727268218994, 0.94181817363609, 17.0254546512257, 7.24636363983154, 3.67545450817455, 5.69272727316076, 0.56818182698705, 0.836363636634567, 0.71909089860591, 0.654545460912314, 1.98090908066793, 1.61545455049385, 3.93818176876415, 0.376363628967242, 1.04818181016228, 1.07454544847662, 0.808181816881353, 4.68090905926444, 0.383636364205317, 11.3381817557595, 0.908181810920889, 0.401818182658065, 0.451818183911118, 0.64090908928351, 1.55454544587569, 1.50000001083721, 0.383636366237294, 1.55999998612837, 4.5372727134011, 1.05909091234207, 0.494545460255309, 7.3854545138099, 0.527272728356448, 0.717272725972262, 1.94545455209234, 1.22727272727273, 1.64909092404626, 1.24636364525015, 0.344545459205454, 0.316363640806892, 3.00727275284854, 2.34727272662249, 0.27636364034631, 3.2372727394104, 0.329090916297653, 3.29909091646021, 0.300000008534301, 10.9727273420854, 0.415454543449662, 0.408181814307516, 0.807272726839239, 1.58636363527992, 5.94636360081759, 28.5954546494917, 2.13000003316186, 11.2090908830816, 0.620909093455835, 1.82181815396656, 2.52909092469649, 1.84727271375331, 4.93909092382951, 5.48000001094558, 0.970909079367464, 1.52727273411371, 0.425454551354051, 5.2727273106575, 5.6000000780279, 1.43181819265539, 5.59545450318943, 0.409090911122886, 0.889090903780677, 0.522727274081924, 0.44636363231323, 0.329090908508409, 1.38818181577054, 5.12272724238309, 0.658181829208678, 14.280909169804, 10.2554544318806, 0.331818187439984, 0.277272733436389, 15.3609093752774, 0.572727271101692, 11.4345455169678, 0.573636363853108, 0.752727274528959, 1.68727271665226, 0.690909091383219, 0.890000007369302, 0.272727274081924, 1.36363635821776, 2.88181815364144, 1.13727272640575, 12.2772727012634, 0.52818181568926, 2.53636360168457, 0.646363643082705, 1.06636364351619, 1.24909090724858, 1.1709090904756, 0.545454535294663, 2.151818188754, 1.45727273550901, 1.58181817965074, 20.5709091533314, 0.842727276411923, 0.689999989487908, 0.274545454843478, 0.71727273680947, 0.31636364182288, 5.62727271426808, 0.285454548218034, 3.6363635930148, 0.495454548434778, 3.23181813413447, 3.70272728529843, 0.752727256410501, 0.60818183218891, 2.73818184028972, 0.517272724346681, 1.30636362595992, 0.309090917760676, 0.420909096571532, 0.955454552715475, 1.85545454242013, 2.78636365587061, 2.53090909936211, 1.64000001397323, 0.96181818114763, 7.66909087787975, 0.301818181167949, 9.62090912732211, 5.57545457069169, 5.7145453305407, 1.69090904413976, 2.56727269020948, 3.18272729319605, 1.4636363549666, 4.65818181904879, 0.340909094295718, 0.693636360493573, 0.572727283632213, 1.42181816697121, 0.994545455683361, 9.50909090042114, 13.6800001317805, 1.11454545503313, 9.01181812719865, 0.354545451023362, 3.55818183855577, 1.73454546657476, 0.639090915972536, 15.7463636398315, 0.372727280313318, 0.505454549735243, 0.571818186478181, 3.65272724628448, 3.13272725452076, 0.700909078629179, 0.579999999566512, 3.34818184917623, 2.7263636263934, 2.05727270516482, 5.36636363376271, 0.370000003413721, 0.491818178783764, 6.73363631421869, 3.41363633762706, 6.47545450383967, 2.12454541163011, 1.25727272033691, 7.24727275154807, 2.13090910694816, 12.5490909923207, 2.57909092036161, 0.314545457336036, 0.527272727679123, 4.45181822776794, 2.00818182121624, 0.304545459422198, 0.73818181285804, 0.406363638964566, 0.321818190542134, 0.340909089385108, 0.530909084460952, 0.395454549653964, 1.76999999176372, 1.93363638899543, 0.309090919115327, 1.34999999268488, 10.0836365114559, 4.67545449733734, 1.21727273816412, 1.37727271968668, 0.857272721149705, 3.24272724173286, 2.85454549572685, 5.42181822386655, 7.73272734338587, 0.28727273168889, 1.07090908018025, 2.16272724216635, 3.7754545211792, 0.457272729413076, 0.592727268114686, 8.67090918801048, 0.651818182488734, 0.324545455927199, 5.36545460874384, 43.009090423584, 0.433636364103718, 4.21272725544193, 0.825454554774544, 0.752727266739715, 2.75181816111911, 0.491818179969083, 1.83636364340782, 3.07454544034871, 3.38999998027628, 7.50000004334883, 0.472727268764918, 12.8700001890009, 2.30727272683924, 0.368181815201586, 0.566363640129566, 1.93454546278173]] ['apcp_sf2_1 outliers', 817, [0.662727277387272, 0.514545450833711, 1.86454544825987, 0.135454544966871, 0.410000004551627, 0.651818187230013, 0.522727272727273, 0.213636362586509, 0.258181818506934, 0.240000001408837, 0.279999999837442, 0.25545454567129, 1.90363635800102, 0.216363634236834, 2.55181818658655, 0.290909093889323, 0.180000000379302, 0.290909091180021, 4.90181814540516, 0.559999993578954, 0.572727274488319, 2.53909091515975, 0.319090912287885, 1.4518181627447, 0.6409090843729, 0.690000001679767, 0.340000002052296, 1.61818182739345, 1.56363636255264, 0.582727275788784, 0.895454539494081, 0.496363626623696, 0.52272726256739, 0.308181815526702, 0.141818185421554, 0.182727276770906, 0.832727262242274, 2.35727271708575, 0.824545461853797, 0.157272724096071, 0.217272725972262, 0.451818176968531, 0.160000001842325, 0.190909092229876, 0.512727271426808, 1.59999998608096, 0.861818175424229, 0.153636360540986, 1.19181817905469, 0.27181818403981, 0.289090904322538, 0.503636362877759, 0.242727270180529, 1.8727272532203, 0.420909087766301, 0.500000005249273, 0.517272732474587, 4.68545452031222, 2.18999998136, 0.145454545082016, 0.143636363812468, 6.68454545194452, 4.77636362205852, 0.172727271575819, 0.21090909296816, 0.579999999566512, 1.06454544988545, 0.352727275003086, 0.159090906381607, 0.617272729223425, 0.153636364096945, 0.594545451077548, 6.76999998092651, 0.320000000975349, 0.510909091342579, 0.270909093997695, 0.136363636363636, 0.338181820782748, 0.351818180727688, 0.930000006983226, 0.291818186640739, 0.160000003196976, 0.133636364882643, 0.224545455791733, 16.8463636745106, 0.139090908860618, 0.215454542162743, 0.416363642466339, 0.431818178770217, 0.159090907736258, 0.74545453150164, 0.791818182576786, 0.159999999810349, 0.346363631839102, 1.33363637057218, 0.702727271751924, 0.270909094336358, 0.84818182174455, 1.23181819458577, 4.59000001170419, 5.81363641132008, 0.322727275504307, 0.199090909212828, 1.16181816296144, 0.222727267071605, 1.04818180745298, 0.423636364157904, 0.31090908633037, 0.568181827156381, 2.93636363744736, 0.151818186044693, 0.505454546856609, 0.216363635930148, 0.3781818151474, 0.257272727110169, 9.96272729743611, 4.24363641305403, 0.344545448368246, 0.332727275450121, 0.243636364625259, 0.901818177916787, 6.6672726652839, 3.77363634109497, 7.07272724671797, 0.140000002120029, 0.132727271792564, 0.152727273377505, 0.166363634338433, 0.499090905893933, 1.47727273269133, 0.325454543260011, 0.622727268121459, 0.209090912206606, 0.159999999810349, 1.6527272679589, 0.176363634792241, 0.179090910337188, 0.136363638395613, 0.134545454247431, 2.46363634412939, 0.823636345565319, 1.26727271621877, 0.170909091152928, 0.284545459869233, 0.208181818777865, 1.22727273269133, 0.235454544425011, 3.05727274038575, 0.888181818141179, 2.40000002492558, 0.533636361191219, 0.9836363541809, 1.84818181395531, 3.25636365738782, 1.24272727153518, 0.184545454145832, 0.70727273855697, 0.263636361468922, 1.42727273973552, 8.39181821996515, 0.569090902805328, 1.34545452147722, 0.987272725525227, 0.269999996674332, 0.298181817612865, 0.179999996992675, 0.198181815445423, 0.711818180300973, 0.902727277780121, 0.149090904573148, 0.139090910723264, 0.66181817278266, 3.54636365717108, 0.633636360141364, 8.26545450904153, 1.00181818685748, 4.66636368361386, 0.309090908278118, 5.71636352755807, 3.77545454285362, 0.888181819157167, 4.5672727281397, 0.242727270857854, 2.17363634976474, 5.6927271973003, 0.203636361794038, 0.24090909128162, 0.275454545224255, 2.51545449820432, 0.180909091098742, 0.202727273106575, 7.48818185112693, 2.68727272748947, 11.9272727966309, 0.145454544912685, 0.143636363473806, 1.25000000812791, 0.218181817369028, 0.141818182712251, 2.28818180886182, 0.779090913859281, 0.204545453529466, 0.185454544018615, 6.12818180431019, 0.769090911204165, 4.51272723891518, 0.130909091369672, 0.26454545692964, 0.134545454247431, 0.745454549789429, 0.429090906611898, 3.06363635713404, 0.129999999972907, 0.179090910337188, 3.62909090518951, 0.842727273702621, 1.45909090475603, 0.162727271122011, 5.17272721637379, 1.14999999783256, 0.319999996572733, 3.321818115867, 0.509999999945814, 0.20818181945519, 0.939999989487908, 0.240909091112289, 1.46181818250228, 0.253636361523108, 8.25545462695035, 0.636363630945032, 0.190000001679767, 1.80545454133641, 0.239999997344884, 0.27999999103221, 1.55545454133641, 0.255454547703266, 0.961818176914345, 1.99181815440005, 1.17545454000885, 3.76000005413185, 2.84090911258351, 0.712727271020412, 0.961818168109113, 3.55818186293949, 0.189090911806984, 2.4345454140143, 0.567272727970373, 0.131818180734461, 7.03363639658148, 0.30909091335806, 1.08909090608358, 3.29999998211861, 0.198181816800074, 1.05818182907321, 1.07545454122803, 0.201818178661845, 0.974545470692895, 1.12454545497894, 5.66363634846427, 0.373636359856887, 1.01363636011427, 0.50000000609593, 0.240909091450951, 3.08727273074063, 0.15909091044556, 0.216363639316776, 0.3718181848526, 0.258181817152283, 2.65545455975966, 8.50818183205345, 0.377272727814588, 0.541818177158182, 0.285454542799429, 0.236363634467125, 3.74272727966309, 0.194545453922315, 1.73363636027683, 1.49818180907856, 1.5181818198074, 0.329999996518547, 0.965454562143846, 0.344545455480164, 0.496363634412939, 1.75545455108989, 0.188181819563562, 0.367272726514123, 2.64000001820651, 0.304545455358245, 3.348181811246, 3.67727269909599, 0.700909093022346, 0.719999985092066, 0.297272730957378, 1.74545454978943, 0.23363636163148, 0.468181810595772, 1.84727274558761, 0.260000000284477, 2.38090910152955, 0.40272727642547, 0.309999994933605, 1.44909090887417, 0.145454546944662, 0.603636370294473, 0.819999981332909, 4.29727267135273, 0.167272727259181, 0.248181812973185, 1.41272725842216, 0.135454543781551, 0.174545455216007, 0.171818182888356, 0.505454548719254, 1.51636362245137, 0.158181815831499, 0.407272732393308, 1.08363638073206, 1.32363635013727, 0.275454536927017, 0.50090908089822, 4.32636359604922, 1.58090906657956, 0.159090913832188, 0.419999998570843, 0.581818185069344, 0.581818176602775, 2.30454544587569, 0.987272710285404, 1.83454546061429, 0.220909090204672, 3.25090905753049, 1.23636363311247, 1.41363634710962, 13.9163637594743, 0.214545454491268, 0.21636363863945, 0.240909092974934, 0.170909089120952, 0.459090912883932, 0.232727271420034, 3.24272729050029, 0.683636364103718, 0.447272726080634, 1.46727273139087, 0.174545455385338, 0.618181819265539, 8.17545465989546, 1.47999998927116, 0.192727274515412, 0.149090909483758, 0.226363637230613, 5.14636369185014, 2.33545455065641, 1.06909090551463, 1.11818182197484, 0.351818184960972, 0.149999999356541, 0.8018181825226, 0.155454544858499, 0.330000001259825, 0.24545454504815, 0.361818182197484, 1.43454547361894, 2.42909087376161, 1.10181819850748, 0.460000001571395, 0.211818183010275, 2.14454545063729, 0.252727270126343, 0.763636353002353, 1.99272730946541, 0.137272727929733, 0.150000003759157, 3.04181818613275, 0.67000000551343, 1.45727271925319, 0.264545454559001, 0.388181821527806, 0.204545453360135, 0.226363637061282, 0.611818186938763, 0.543636364862323, 1.39454545080662, 0.412727275524627, 3.15363631736148, 0.2590909099037, 0.360000006177209, 0.717272716997699, 6.14272729104215, 0.15818181972612, 3.82636361772364, 0.650000005283139, 0.500000013207847, 1.26727275330235, 1.05090909061784, 1.39909091320905, 1.34181820160963, 0.294545453380455, 1.12727273560383, 1.32636362314224, 0.172727272253145, 0.631818176501177, 0.767272724516012, 2.45090907270258, 9.48454542593523, 2.25545452399687, 1.08454545790499, 0.136363637718287, 0.142727269706401, 1.96727273816412, 2.1400000073693, 0.698181806640191, 0.209090911529281, 5.19272726232355, 3.73818185112693, 0.189999996599826, 0.29727273366668, 7.2254545471885, 0.392727274786342, 0.849090920930559, 0.249999997290698, 0.462727267633785, 0.571818183768879, 3.52727273377505, 0.432727285745469, 0.4909090900963, 1.52999999306419, 3.51545454155315, 0.159090907736258, 4.11545453152873, 0.137272729284384, 0.55363636396148, 1.32727272402156, 0.209090912545269, 0.988181822001934, 0.427272729744965, 0.798181825402108, 1.05818180807612, 1.09363636374474, 3.84727274287831, 0.255454547703266, 4.26272727142681, 2.83909084580161, 2.82181822034446, 0.428181822496382, 6.02181812849912, 0.131818183443763, 1.45636363767765, 1.08363635685634, 8.99363639137962, 7.14454545757987, 1.46181819520213, 0.52909091995521, 0.815454535863616, 0.575454550879923, 0.365454542365941, 0.459090908481316, 0.379090910608118, 2.79181819341399, 1.52272727001797, 0.287272722883658, 1.26818182116205, 0.185454545034604, 1.86818179217252, 0.269090910188176, 0.207272726026448, 0.139090908352624, 0.170000002804128, 4.80454544587569, 0.292727275328203, 3.43818177960136, 0.147272727706216, 0.137272726744413, 2.61181820522655, 0.334545451809059, 0.357272730632262, 0.739090900529515, 0.140909093178131, 1.57181816751307, 0.833636369217526, 0.852727283130993, 0.379999996586279, 0.175454544072801, 0.21636363863945, 0.254545452242548, 0.1509090912613, 0.412727266550064, 1.66999999772419, 0.660000008615581, 0.527272722260518, 0.302727276628668, 0.821818178350275, 5.2690908908844, 1.14454545080662, 0.934545446525921, 0.315454550764777, 0.276363635605032, 0.133636363527992, 0.385454544966871, 0.139999998394739, 0.288181819699027, 0.204545453529466, 0.603636362335899, 0.179090911691839, 0.149999998509884, 0.297272725708105, 0.356363644823432, 3.19181818311865, 0.716363625939597, 0.361818184906786, 0.49454545669935, 0.371818187223239, 1.16727270998738, 0.648181809620424, 0.298181819306179, 0.398181815039028, 0.203636365011334, 0.379090911962769, 4.26181814887307, 3.16636366464875, 0.204545452174815, 0.248181812465191, 0.473636364056305, 0.3036363651468, 0.297272725708105, 0.161818183450536, 3.10636362365701, 0.349090908230706, 0.338181817226789, 4.00090904669328, 1.09454544294964, 1.24272726340727, 0.16909090869806, 0.175454546612772, 2.26454543525522, 0.329090915112333, 1.24636362357573, 0.23636363514445, 0.277272728356448, 6.22636368057945, 1.48272726210681, 0.147272728552872, 0.177272728728977, 0.722727266224948, 0.153636364943602, 1.91454541683197, 1.05363636125218, 0.497272731228308, 1.44818181341345, 0.209090907465328, 3.13000001690604, 0.156363638287241, 0.139090910553932, 0.737272720445286, 1.41272726384076, 4.85000001300465, 0.22545454244722, 5.05909097194672, 0.13545454733751, 6.2690908908844, 0.866363650865176, 0.14727272702889, 0.460909092629498, 0.348181814124638, 0.934545453299176, 0.520909092643044, 2.22181818160144, 0.612727261063727, 2.17545451901176, 0.13181818056513, 1.8563636392355, 0.280909092419527, 0.841818174855276, 0.260909092019905, 1.27545455910943, 1.18636364692991, 8.69090901721608, 0.199090908874165, 2.12272724780169, 0.604545459828594, 0.201818183233792, 0.143636362965811, 2.82636364481666, 0.148181817071004, 0.92454544827342, 0.798181807960976, 0.154545451937751, 0.133636360988021, 3.57272730361332, 1.10181819308888, 0.811818189918995, 0.13181818056513, 0.222727270966226, 0.287272728132931, 0.378181816502051, 0.541818189688704, 0.319999998943372, 0.34090908836912, 2.4136363918131, 3.14727273854342, 1.1581818244674, 1.59636363116178, 1.66727272488854, 0.28636363487352, 0.30727272819389, 0.148181818764318, 0.136363637040962, 0.437272732908076, 0.789090909741142, 0.478181823410771, 0.333636365153573, 2.4699999960986, 0.132727272469889, 0.889999997886744, 0.215454544025389, 6.82818183031949, 0.153636364096945, 0.585454547947103, 0.859999999403954, 0.496363637122241, 0.467272726310925, 0.162727273323319, 0.282727272673087, 0.154545454139059, 1.30181819285181, 0.16727272962982, 0.279090907086026, 0.679090906273235, 2.90636359561573, 0.256363636052067, 0.429090906273235, 0.529090910980647, 0.249090908603235, 0.207272731783715, 0.553636362606829, 0.358181817965074, 0.625454555858265, 0.714545451781966, 2.61363640241325, 0.229999998753721, 0.132727272808552, 0.367272728546099, 2.26727271350947, 0.65272728015076, 0.309090902182189, 1.45272727446123, 0.150909091599963, 1.55999997935512, 0.337272726676681, 1.5899999615821, 1.49454542723569, 0.368181821297516, 0.961818177930333, 0.634545447643508, 0.869999988004565, 1.77181818403981, 2.33272727646611, 0.202727271751924, 7.66181813586842, 16.5009090250189, 0.198181821033359, 0.18090909211473, 6.40727266398343, 0.461818177591671, 0.209090909497304, 0.153636362064968, 5.50181818008423, 0.227272725240751, 0.249090910127217, 1.84727274016901, 1.53363634239544, 0.186363638802008, 0.192727270451459, 1.17818182164972, 0.187272728844122, 0.350000000135465, 0.546363634142009, 2.23363638466055, 0.135454542257569, 0.429999999024651, 0.676363628018986, 1.22090908614072, 0.692727273160761, 0.916363640265031, 0.670909093184905, 1.15181818723001, 0.138181817802516, 5.54727272553877, 0.687272716652263, 7.52909096804532, 3.21727275848389, 0.439090908928351, 0.38636362823573, 0.497272729873657, 0.397272720932961, 0.724545447663827, 1.13090909069235, 0.402727278118784, 2.72363635626706, 0.708181827244433, 0.60090908408165, 0.144545454870571, 0.186363637955351, 0.175454544750127, 0.395454539494081, 1.2990909002044, 0.319999999620698, 2.11363632841544, 0.241818183525042, 0.339090914888815, 0.141818180680275, 0.237272731282494, 0.280000001192093, 0.131818183443763, 1.16272726282477, 0.329999994994565, 1.94454543157057, 0.434545447372577, 0.197272729467262, 8.48818185112693, 0.793636343695901, 0.155454544181173, 0.828181798654524, 1.29545453461734, 0.53727271458642, 1.58727272532203, 0.345454542474313, 0.162727272815325, 11.3827272870324, 1.45272730223157, 1.29272724417123, 0.530909090218219, 3.15636364980177, 0.232727276161313, 0.398181819780306, 1.55363634906032, 8.65363632548939, 3.45909092643044, 0.179090906273235, 12.7545454393734, 0.144545453346588, 0.17545454390347, 0.440909087657928, 0.469090910120444, 2.06363637880846, 0.354545451023362, 0.27636363289573, 0.380909090015021, 0.436363637447357, 0.530909093266184, 1.5427272699096, 0.996363628994335, 0.808181819590655, 0.900000008669766, 0.227272727950053, 2.07818180864508, 3.36636363376271, 0.136363636363636, 0.225454544479197, 0.163636364042759, 3.58181816881353, 1.43454545736313, 2.12909091602672, 0.19636363976381, 0.140909088267521, 5.80090908570723, 4.53454544327476, 1.22909090193835, 0.651818189092658, 2.56181819872423, 0.511818173256787, 0.9009090912613, 3.07636363939805, 0.351818179542368, 0.226363635875962, 0.46727272326296, 0.25363636423241, 0.199999998916279, 0.13272727382454, 0.63909090784463, 0.422727274623784, 0.543636351146481, 0.172727270559831, 0.26545453901318, 0.165454543788325, 0.184545456008478, 5.19636360081759, 3.13181816921993, 0.152727270498872, 0.632727273485877, 1.15909091315486, 0.20090908489444, 0.511818179352717, 0.260000001300465, 0.299999999390407, 2.86636363376271, 1.76000001467764, 0.35181818106635, 1.90636362541806, 0.912727284160527, 0.138181816447865, 0.554545442150398, 0.280909089879556, 0.148181819272312, 3.40090919082815, 1.04454543712464, 0.54363635961305, 0.485454547134313, 0.199090913107449, 0.505454542623325, 2.85818182338368, 2.0072727067904, 0.24545454504815, 0.289090906354514, 3.5799999887293, 0.156363634053956, 0.15818181972612]] ['apcp_sf3_1 outliers', 806, [1.10000001300465, 1.45909091559323, 2.79999999566512, 0.418181829154491, 0.691818189214576, 2.65999997745861, 0.532727271318436, 0.861818188970739, 0.979090896519748, 0.515454544262453, 0.375454546375708, 3.83363639224659, 0.507272729142146, 4.63000000606884, 0.375454546375708, 0.722727277062156, 8.30636356093667, 0.626363637433811, 0.882727281613783, 2.30727271600203, 2.69909092512998, 3.13090904192491, 3.20909090475603, 0.893636342138052, 0.720909092913974, 0.508181814442981, 2.09909092296254, 2.86181817271493, 0.788181811571121, 1.72818181528286, 1.76727272163738, 1.10000000487674, 0.544545469636267, 3.92727266658436, 1.0054545619271, 0.93727272850546, 2.93454547361894, 1.06363636763258, 1.08454547957941, 0.814545465463942, 0.484545447609641, 4.23636362769387, 0.767272732474587, 0.820909088308161, 0.514545454220338, 3.55454540320418, 0.873636370355433, 7.93545454198664, 0.98090908202258, 0.710909084840254, 0.89818181774833, 0.408181817694144, 3.88181812112982, 0.68181819265539, 0.527272732420401, 0.536363642324101, 8.23818185112693, 2.94181819395585, 1.15999999913302, 0.324545456604524, 14.1027271097357, 4.77454542029988, 1.31999999826605, 2.31454543092034, 0.702727274461226, 0.585454550656405, 0.825454543937336, 2.55090905319561, 10.3027273524891, 0.881818191571669, 0.818181823600422, 0.35363636369055, 0.607272730632262, 0.499090905724601, 1.1763636415655, 0.480000002817674, 0.320000003684651, 0.71545454046943, 27.5845454822887, 0.796363640915264, 1.07181816751307, 0.537272722883658, 0.543636365370317, 0.490909088741649, 1.33909090811556, 2.58272728594867, 0.400909096002579, 0.746363637122241, 2.00090909546072, 1.15090908787467, 5.15909093076533, 2.55181819065051, 3.69090908223932, 7.42818173495206, 9.30999998612837, 0.474545452405106, 1.39454543590546, 1.26090909540653, 4.15181822126562, 1.64727271686901, 0.64636363630945, 0.351818175478415, 1.33818181265484, 10.5618180795149, 1.121818179434, 0.700909082862464, 3.27636365457015, 0.430909101258625, 0.612727276980877, 0.625454545021057, 1.25727271627296, 0.387272731824355, 0.766363642432473, 0.550000009888952, 14.2209090753035, 9.36636359041387, 0.492727267471227, 1.06818182360042, 0.346363631331108, 0.634545446119525, 0.452727268195965, 5.08727279576388, 7.91090915419839, 5.38181816447865, 11.3127271912315, 0.422727271914482, 1.1363636512648, 1.51454545692964, 0.388181820511818, 1.438181839206, 3.06181823123585, 0.377272729169239, 0.447272723371332, 0.341818183491176, 2.89181816577911, 1.28181818669493, 2.31454543633894, 0.432727270844308, 0.557272726839239, 3.47272727706216, 0.570000009103255, 3.06363635984334, 0.883636365390637, 3.61818181384694, 2.14454544267871, 1.19000001929023, 0.329090909524397, 2.90000000460581, 3.31000002947721, 2.04090908440677, 1.64909091862765, 0.441818185827949, 1.76000000265512, 1.63090907443653, 18.6063637299971, 0.768181827935306, 1.58272728323936, 2.53818182240833, 0.808181822977283, 1.77545454285362, 1.8545454415408, 0.412727273323319, 0.83363636600023, 0.944545456631617, 0.446363637901165, 2.46363634666936, 8.58545459400524, 0.632727268744599, 0.92000000314279, 0.996363637122241, 12.6009090596979, 1.79545454003594, 6.69727277755737, 0.442727279934016, 6.56454543633895, 7.55909078771418, 0.600000008263371, 1.0363636450334, 9.71181817488237, 0.338181821460074, 2.18909092382951, 0.550909092480486, 13.9245454181324, 0.648181815039028, 0.356363641944799, 0.649999992413954, 6.35636368664828, 0.374545454978943, 18.1918179772117, 2.78000003099442, 14.2336362491954, 0.537272722206332, 2.87000001560558, 0.625454545021057, 0.340909093618393, 4.18272735855796, 2.5236363736066, 0.419090914455327, 10.9681818268516, 0.917272727597844, 5.48181819915771, 0.418181827122515, 0.856363635171543, 3.60090903802352, 5.99545461481268, 4.01454548402266, 2.04545453461734, 1.59727272662249, 0.324545450508595, 12.7618180188266, 4.91727263277227, 0.331818187101321, 5.3963635685769, 2.02272728356448, 0.892727277495644, 4.45000006935813, 0.370909097519788, 1.95818181623789, 0.32545454935594, 10.4990909316323, 1.57272729006681, 0.632727273485877, 2.33000003749674, 0.33636364069852, 0.330909095365893, 1.57272729548541, 0.817272724075751, 4.26454546234824, 2.30454547296871, 1.25636363910003, 5.79454547708685, 3.0799999887293, 0.672727294943549, 0.931818177076903, 2.08181815255772, 3.5681817883795, 3.63909095525742, 0.615454545413906, 7.43545449863781, 0.464545447718013, 1.41818181831728, 3.30636365576224, 3.27272728898308, 1.53636363419619, 1.41818182034926, 1.17545455152338, 1.38181818344376, 14.8972726301713, 0.428181825036352, 5.99363643472845, 0.737272738733075, 0.374545460397547, 4.8890909281644, 0.419999995014884, 0.588181812654842, 1.25272727012634, 0.391818184066902, 0.362727276303551, 5.93272721767426, 10.2072728330439, 6.052727189931, 0.44636363603852, 0.828181819482283, 0.510909096761183, 0.391818189485507, 4.62727269259366, 3.35454551198266, 1.87181817401539, 3.28181814063679, 0.396363639018752, 1.30363636125218, 0.693636364557526, 1.47454545714638, 2.28272725235332, 0.477272724563425, 0.630909096110951, 10.0281819430265, 0.593636369840665, 0.686363637447357, 6.70545463128523, 13.1018180847168, 0.80363636396148, 0.783636344935406, 0.587272722612728, 2.25090910629793, 0.56181817704981, 1.76727272705598, 3.2490909262137, 0.593636375936595, 4.86181822690097, 0.420909091830254, 0.698181826959957, 1.83636364069852, 0.425454550168731, 0.59181818890978, 1.94909090616486, 0.51727272180671, 6.62727277929133, 1.68727272748947, 0.501818186180158, 1.51727271791209, 0.415454553609545, 1.93181817775423, 0.330000002614476, 1.08363636515357, 1.33363636227494, 0.699090906842188, 7.39272717996077, 3.8009090423584, 1.52909091639925, 4.54545461047779, 0.989999993280931, 0.608181820335713, 3.60363631898707, 1.06454547934911, 4.2063636617227, 0.514545460993593, 9.14545453678478, 1.59999998591163, 2.30000002614476, 28.3990910269997, 0.415454551577568, 0.527272725647146, 0.59181818281385, 0.350909092209556, 0.799090916460211, 0.393636359409852, 4.06818187236786, 0.808181809938767, 0.609999999911948, 0.882727270776575, 2.22909089651975, 0.335454548624429, 0.430909091776068, 0.736363643949682, 9.5327272198417, 2.09999998049303, 1.37999997423454, 0.417272731661797, 5.67363637143915, 5.72272721203891, 2.52636367082596, 6.86454539949244, 0.696363633329218, 1.1836363510652, 0.650000008161772, 1.4754545471885, 2.94454542073337, 5.23999993909489, 3.42000005461953, 0.480909088795835, 0.441818183118647, 0.464545453136617, 2.33727273023264, 1.13909092613242, 3.99181813543493, 3.99000003121116, 0.793636370450258, 3.46363637664101, 0.942727278579365, 0.334545458243652, 0.894545444033363, 0.801818167452108, 2.87909085642208, 1.05181818049062, 0.620909083973278, 1.61818181926554, 1.24090909483758, 1.43181819130074, 1.46363636546514, 8.73999996618791, 0.491818189112978, 0.381818180734461, 2.96454545313662, 1.07363634895195, 0.982727256518873, 6.46909087625417, 1.58181819319725, 4.13545457341454, 0.444545444778421, 2.13818181170659, 0.68090909211473, 1.78999997201291, 1.23090908693319, 1.40363635800102, 2.14818183400414, 0.320909089324149, 1.23363636366346, 2.34727269952947, 0.528181810270656, 1.10636364668608, 2.06545456024733, 5.37272726405751, 20.6063636432994, 6.07818175445903, 1.95090908895839, 0.379090908914804, 0.329999999566512, 2.71272720531984, 3.86909095807509, 0.962727252732624, 0.482727275653319, 0.743636363609271, 12.6990908709439, 4.6045454415408, 0.47999999739907, 0.351818180897019, 7.97999984567816, 0.832727275111458, 1.28545456311919, 0.429999996315349, 0.752727270126343, 0.731818179176612, 0.778181818398562, 4.52727274461226, 0.428181825544346, 0.843636380000548, 0.787272728302262, 2.36181820522655, 4.10000001300465, 0.441818182441321, 4.66909093883905, 0.877272719686682, 1.33454546332359, 0.986363631080497, 0.544545447115194, 0.809090890498324, 1.09909090856937, 1.99545453624292, 5.99272726882588, 0.601818179542368, 9.97272728789936, 6.12090906229886, 0.571818183768879, 6.13545452464711, 3.9581817930395, 6.33272725885565, 0.716363633220846, 2.87363637374206, 1.20545455390079, 11.0409091169184, 8.4463636116548, 1.46545455266129, 0.534545460207896, 0.822727273133668, 0.799090906977654, 0.494545446200804, 1.06818181411787, 1.27909090183675, 0.661818184635856, 3.30181818116795, 2.54636363549666, 1.10545454512943, 0.554545461454175, 1.7990909083323, 7.02545440196991, 2.69363636320288, 0.393636370247061, 0.360909094864672, 0.862727273594249, 17.441818150607, 0.580909089608626, 8.71272717822682, 6.67181808298284, 0.356363637880846, 0.396363639018752, 0.843636366454038, 1.43454544652592, 4.3672727021304, 1.04545455087315, 1.28909091245044, 0.615454542365941, 1.20909091017463, 4.62727270343087, 0.383636364882643, 0.689090915701606, 1.75727273117412, 3.48636364124038, 0.835454547269778, 0.541818176480857, 0.613636360927062, 3.56636360558597, 6.58454543893987, 4.37272724238309, 1.8109090870077, 0.434545450081879, 5.22818183898926, 0.66818182034926, 0.373636367646131, 0.708181809295307, 0.479090915484862, 0.467272730036215, 1.60818181254647, 0.446363642303781, 1.35363637909971, 0.831818159330975, 3.20181818441911, 1.02363637174395, 0.884545450860804, 0.843636363744736, 0.633636349981481, 0.449999996206977, 4.21363642269915, 2.21454546126452, 0.399999994953925, 0.439090907743031, 0.616363624957475, 0.382727275517854, 4.3045454675501, 3.29090910879048, 1.7736363817345, 1.92181817509911, 0.349090910770676, 1.35636363246224, 0.349090911448002, 0.469090917909687, 0.681818180294199, 1.23545455932617, 3.32363637773828, 0.354545448483391, 0.403636352582411, 4.38000000606884, 1.75454544614662, 3.31181822581725, 0.423636368729851, 0.460909097032114, 0.446363630958579, 2.95909092643044, 2.76727271520279, 7.44636357914318, 0.452727271751924, 0.376363635063171, 0.705454543232918, 14.136363549666, 0.854545463215221, 2.27999999306419, 0.408181816170161, 0.370000001381744, 2.26909091255882, 4.18272725018588, 1.80363634499637, 0.869999985803257, 1.70909091288393, 0.34999999945814, 3.58000002124093, 0.408181816339493, 1.03454544954002, 4.17909093336625, 11.3263634768399, 0.954545465382663, 15.6518180153587, 7.44727279923179, 1.84090909361839, 0.77363635328683, 0.59727271984924, 0.355454542081464, 1.84090908007188, 1.19909093054858, 2.33999997377396, 1.33727272091941, 3.26363633979451, 2.30000000921163, 0.429090904241258, 1.66363635659218, 0.619999999349767, 3.27181812849912, 1.80545452508059, 9.27181803096424, 0.538181825117631, 2.82909095287323, 0.872727272185412, 0.45636363429102, 2.11727274615656, 3.72272728789936, 0.356363630938259, 1.47090910239653, 1.66818179732019, 0.82454545118592, 0.967272715135054, 0.384545442732898, 7.50000002167442, 3.30909089608626, 4.28181812979958, 0.604545450346036, 0.545454549857161, 0.32727272706953, 2.74545452811501, 0.617272724482146, 0.803636360066858, 0.690909087657928, 0.324545449153944, 1.50181816619906, 2.80181817574935, 7.06181825291027, 5.96181820197539, 2.17090906405991, 4.58636364069852, 0.761818175288764, 0.628181820566004, 0.378181820566004, 0.546363639560613, 0.987272717735984, 3.00363636016846, 0.630000003359535, 3.49999997832558, 0.328181820836934, 0.896363628181544, 13.7645453539762, 3.06363634629683, 0.964545470747081, 1.33727273074063, 0.780909088524905, 1.08545451746746, 0.453636367212642, 5.44818185676228, 0.390909091992812, 0.509999995881861, 0.728181818669492, 3.13636361468922, 0.360909097573974, 5.43636363202875, 0.56545454128222, 0.417272727597844, 0.325454553758556, 1.13909091326323, 0.78545454415408, 0.595454545183615, 0.985454548488964, 0.795454544099894, 5.10454549572685, 0.640909082510255, 2.51999999718233, 0.770000013438138, 2.028181866658, 1.67909089001742, 1.78272727402774, 1.55545451966199, 0.51727272180671, 2.47272723439065, 2.19818181612275, 0.362727278335528, 1.72545453482731, 0.649090903218497, 0.933636359870434, 0.761818192221902, 1.889090933583, 5.86454549702731, 0.98090908202258, 10.1781820383939, 25.06727253307, 0.388181817463853, 7.02818176963113, 1.91454543579708, 7.79181825030934, 0.726363645358519, 0.52090908722444, 0.366363636472008, 5.63000007109209, 0.500909092751416, 0.981818174773997, 5.01818184419112, 1.13454546982592, 2.94909091971137, 0.340000003576279, 0.432727266441692, 1.89545452594757, 1.36363637040962, 0.403636364096945, 1.04363635453311, 3.26545450904153, 0.603636355901306, 0.939999981360002, 2.29363636537032, 1.36818180300973, 0.99818183075298, 2.11000001972372, 2.12909090518951, 2.87545454535972, 14.2245454788208, 4.10363637317311, 19.0618181228638, 4.18363638357683, 0.722727277062156, 0.83727272532203, 0.893636345863342, 0.980909087441184, 1.30727273293517, 1.14545455304059, 1.35636360265992, 5.37181815234098, 1.32181820002469, 1.05272726579146, 0.327272727746855, 0.335454550656405, 1.1645454547622, 1.43636362661015, 0.541818185286088, 2.36545454372059, 0.406363640996543, 0.574545462023128, 0.341818189079111, 0.562727283347737, 0.535454546863383, 1.17636363784021, 1.10545454648408, 0.319090903651985, 2.07727271860296, 0.437272722240199, 0.409090911800211, 20.7690905224193, 1.15363637425683, 0.416363632137125, 1.76909091882408, 1.36909089440649, 0.536363622850992, 1.43636363880201, 0.503636358813806, 11.3718180222945, 0.458181817423214, 0.809090901504863, 1.04636363414201, 18.7863637750799, 1.96363636580381, 3.86090911518444, 0.597272727469152, 3.81272729960355, 0.433636367829009, 0.543636360290376, 3.99181814627214, 14.3563636866483, 4.57454540512779, 1.31727274354886, 0.420909083702347, 17.7436362830075, 2.20909088308161, 0.340909090231765, 2.31272727251053, 0.62636363370852, 0.347272723913193, 2.28909090432254, 3.12181815234098, 0.484545448964292, 0.59181816808202, 0.643636364828457, 5.44999998266047, 2.6209091110663, 1.64636364646933, 1.28363638032566, 1.22454546798359, 2.65727269649506, 6.10363643819636, 0.46636363863945, 0.460909097032114, 4.22909092903137, 2.21909094940532, 2.49636365066875, 0.44545455141501, 0.457272729074413, 7.51181810552424, 5.5181818225167, 2.0045454827222, 0.675454546443441, 5.25454545021057, 0.87727273052389, 1.46090906452049, 4.66363635930148, 0.561818171631206, 0.477272721854123, 0.347272730009122, 0.682727275924249, 1.26545455780896, 0.422727273269133, 0.33909090811556, 1.97909088026394, 0.49454545432871, 1.22545453872193, 0.336363635957241, 5.73909090865742, 3.95363634011962, 0.630000002004883, 0.402727271345529, 1.99909090995789, 0.570909086106853, 0.33545454506847, 0.512727275490761, 3.69999999349768, 1.81000001034276, 0.453636359084736, 0.865454551340504, 1.89090910283002, 2.86818178946322, 0.562727273187854, 1.32818181406368, 3.83181820132516, 3.20363640243357, 0.549999990585175, 0.486363638023084, 0.347272724929181, 3.31181820956143, 4.49727266485041, 3.48727275024761, 1.01818183335391, 5.99545461481268, 0.353636363013224, 0.451818190515041, 0.677272737026215]] ['apcp_sf4_1 outliers', 899, [0.425454540686174, 1.85999998721209, 0.321818180043589, 1.73636363853108, 1.53272729976611, 1.47727273810994, 1.17636363208294, 4.72818180647763, 0.129090912301432, 1.86181820251725, 0.449999993328344, 0.230909091166475, 0.389090906828642, 0.697272705422206, 0.307272724807262, 0.117272726852785, 5.80909089608626, 10.5118181922219, 3.19090909307653, 2.93727278709412, 0.679090904241258, 1.48454543135383, 1.34090909361839, 1.76090909608386, 1.90636364438317, 0.855454552241347, 2.11909088627859, 1.12999999658628, 2.01272723349658, 5.50636369870468, 0.341818184845827, 0.115454545752569, 4.41545448249037, 1.74727274071087, 0.256363635374741, 0.114545455033129, 0.240909094160253, 2.32545451684432, 3.29272728616541, 0.125454544005069, 0.119090909984979, 0.259090911427682, 0.53727272559296, 0.168181818655946, 3.56727275387807, 12.8790908726779, 0.871818182143298, 0.932727285406806, 0.252727275544947, 0.149090911515734, 0.249090905724601, 0.569090913981199, 0.122727271508087, 0.113636362959038, 4.45727274634621, 1.15000000866977, 0.209999998862093, 3.41090910001235, 0.221818186342716, 0.427272732284936, 0.961818172173067, 0.150909088551998, 0.479090899906375, 0.384545452215455, 0.613636362281713, 0.0936363630674102, 4.10999996011907, 0.793636376207525, 0.835454531691291, 0.225454546849836, 0.214545451951298, 0.163636362857439, 0.231818181547252, 0.144545454023914, 0.223636366088282, 1.21272727034309, 0.139090909876607, 1.30909089066766, 5.6836363510652, 2.95272726362402, 0.540909089486707, 3.2545454935594, 2.6127272139896, 0.30272727442736, 0.517272732474587, 1.39636365256526, 0.474545459855687, 2.44454547491941, 0.354545452378013, 0.260909088633277, 0.304545459422198, 0.149090912023729, 0.0963636370883747, 0.346363636580381, 0.285454544154081, 8.8109090978449, 0.406363640319217, 0.324545462023128, 0.889999992976135, 3.48636363853108, 0.402727276594801, 0.0954545460302721, 3.40636363354596, 0.797272724184123, 0.51181817732074, 1.0609090870077, 8.36999992890791, 0.559999992901629, 0.0945454529401931, 1.42999999631535, 0.36181818168949, 3.24636360731992, 2.90363635258241, 1.08999999968166, 1.44000002470883, 0.24272727153518, 0.646363637664101, 0.8627272749489, 0.198181816630743, 1.0609090870077, 4.73363633589311, 5.64363638921218, 0.443636357784271, 0.157272727990692, 0.762727264992215, 0.918181809512052, 0.247272724624385, 0.482727271589366, 1.10818181390112, 0.252727273851633, 3.25818181037903, 3.44090903889049, 0.670000002804128, 3.23090913011269, 0.347272736105052, 0.0936363628980788, 0.170909093354236, 0.257272729311477, 1.41727273369377, 0.62454545836557, 0.498181819238446, 2.33000001040372, 1.37909093228253, 0.092727274379947, 0.564545461061326, 0.219999997453256, 0.146363636986776, 0.199090910228816, 0.12636363607916, 0.172727274962447, 0.59181817417795, 0.234545462680134, 1.80818183245984, 0.334545448253101, 0.162727271968668, 5.68727272207087, 0.250909089364789, 1.50818182798949, 0.128181816502051, 0.100909092548219, 2.27727272293784, 0.218181818046353, 1.34545455466617, 3.03363637490706, 0.163636366413398, 2.76727275956761, 0.10636363720352, 0.791818192736669, 0.586363631554625, 0.790909091180021, 0.30545454675501, 0.225454543124546, 10.1263635158539, 0.52181818166917, 1.09999999133023, 4.12272726947611, 0.366363633085381, 1.58272728053006, 0.837272728031332, 0.629090910608118, 0.271818180822513, 3.20636361295527, 2.64818179200996, 0.126363635909828, 0.261818180707368, 0.208181819793853, 1.17181818458167, 0.709090913561257, 0.446363638070497, 3.77818189967762, 0.0963636365803805, 1.92363634705544, 0.201818182725798, 0.101818181574345, 1.99727271903645, 8.74727275154807, 0.19090909273787, 2.16727270863273, 7.7072727246718, 0.324545454572548, 0.269090908494863, 0.338181815364144, 0.243636362931945, 5.09545464949174, 0.169090909036723, 10.7472727515481, 1.06636362184178, 0.0972727261145006, 0.987272723154588, 0.185454546050592, 0.0909090910784223, 0.338181816380132, 1.02000002969395, 1.85636364329945, 0.324545455249873, 4.75636367906224, 1.57818181440234, 0.198181818154725, 2.58454543081197, 0.119090909307653, 3.42909091169184, 4.33818184245716, 0.29090908982537, 1.02090909535235, 0.213636361739852, 11.0227273160761, 4.5109091238542, 0.124545458196239, 0.336363635957241, 0.145454546267336, 0.463636368513107, 6.8172727200118, 1.75272728638216, 0.110909089276736, 0.21818182007833, 0.100909089500254, 2.21818183768879, 1.33545452762734, 0.983636374500665, 0.262727273797447, 3.86636369878596, 2.64909091049975, 1.1854545623064, 0.311818178065798, 0.136363638226282, 0.240909091789614, 1.14909087561748, 0.14636363868009, 4.90999999913302, 0.948181828991933, 0.338181815364144, 0.143636361272498, 1.59636363420974, 0.995454544370825, 0.580909089608626, 0.519090907140212, 0.103636362335899, 0.912727265195413, 0.259090912274339, 0.0945454558188265, 1.27000000801953, 0.502727272835645, 0.137272728437727, 0.309090910987421, 0.574545457959175, 0.908181829886003, 0.131818181919781, 26.381818077781, 4.67909093336625, 0.210000000216744, 0.789090901613235, 0.787272713401101, 0.498181818899783, 1.23636364394968, 3.12090913545002, 3.14454544674266, 0.426363636146892, 4.15727272900668, 0.48181817274202, 0.129999999972907, 0.125454545021057, 1.59090914390981, 0.608181821351702, 1.18000000444326, 0.152727271345529, 0.904545439915224, 3.15999998829582, 0.58181817965074, 0.105454548346725, 0.294545457444408, 0.681818181818182, 0.103636362166567, 0.159999999810349, 0.220000000162558, 0.12090909040787, 8.13272723284635, 0.53909090703184, 0.544545449993827, 1.64727273854342, 4.02090907096863, 0.37272726947611, 0.276363639668985, 0.13818181949583, 0.425454547459429, 2.08363635973497, 0.38818181712519, 0.184545454653827, 0.142727271399715, 0.274545453319495, 0.256363634358753, 0.28636363233355, 1.66454547101801, 0.225454544479197, 0.327272724021565, 0.386363633654334, 0.369090909307653, 0.177272727712989, 0.193636364218864, 1.3654545518485, 0.575454552742568, 0.263636363162236, 0.782727274027738, 0.138181818649173, 0.59090909327973, 1.24090909348293, 0.430000002919273, 0.291818180883473, 0.829090923070908, 0.101818182759664, 0.09454545378685, 1.23636365478689, 0.196363641457124, 0.347272725267844, 2.26090910217979, 0.733636358414184, 3.12000002644279, 2.85636365955526, 0.909090908752246, 0.346363641321659, 0.142727272923697, 1.06090909107165, 0.295454541390592, 2.28909092599695, 0.11727272736078, 7.23727278275923, 0.381818186153065, 0.797272729602727, 1.74181815169074, 1.55272727662867, 0.0990909095853567, 0.373636363582178, 0.149999998340552, 0.0909090912477537, 0.282727274705063, 0.121818181973967, 0.290909092534672, 0.185454545034604, 0.129999998448925, 0.149090906774456, 3.1209091164849, 0.275454544885592, 1.40363636341962, 0.388181821189143, 0.128181815994057, 2.52727269584482, 0.808181814172051, 2.36090910976583, 0.223636363717643, 0.31363636593927, 0.797272726046768, 0.137272725728425, 12.98181811246, 1.46909090605649, 0.106363635510206, 8.10000003467907, 0.214545457200571, 0.249999994920059, 0.271818175742572, 0.120909090915864, 0.146363636986776, 0.802727282047272, 1.28181819008155, 2.75909091125835, 0.361818182197484, 0.224545454437082, 0.239090910012072, 1.31999999284744, 0.110000000419942, 0.269090912558816, 2.73090911047025, 2.35454546863382, 0.917272726581855, 0.101818180050362, 1.80272727391937, 1.42818185077472, 0.532727280800993, 0.299090911888263, 0.767272721637379, 0.321818179874258, 0.322727269069715, 0.970909094268625, 0.821818177334287, 2.69272727045146, 2.89363640817729, 1.10818179899996, 0.898181815039028, 0.229999998076396, 1.62545454502106, 1.33727272261273, 3.60363632982427, 1.69272726300088, 0.879090908237479, 1.32090910727328, 0.273636365140026, 0.205454547466202, 0.141818180510944, 3.63727268305692, 0.681818174028939, 1.07272727279501, 0.217272727665576, 0.108181819319725, 0.163636359809475, 0.416363633491776, 0.429090907627886, 1.79090908440677, 1.01181816783818, 0.684545442631299, 3.53818176009438, 0.475454539060593, 0.553636373952031, 0.1963636348532, 0.934545453299176, 1.01272726533088, 0.482727267525413, 1.96545453505083, 2.20909091288393, 0.188181817192923, 8.36727278882807, 4.60454546321522, 0.318181818181818, 0.233636368404735, 0.205454545264894, 0.217272723601623, 0.236363633112474, 2.01818180084229, 0.179999999363314, 0.119090907953002, 0.146363637664101, 0.391818180510944, 2.72000000693581, 0.15545454621315, 0.126363634385846, 2.26636362075806, 0.742727268825878, 1.14818181232973, 0.100909090177579, 0.255454547703266, 0.338181824508038, 0.650909090583975, 0.359090907668526, 0.211818184364926, 0.904545452784408, 4.64636367017573, 0.736363636160439, 0.361818171190945, 0.143636363135143, 1.02272729304704, 0.169999999078837, 0.836363636634567, 0.119090909646316, 1.08090909773653, 0.170909091660922, 1.17636365104805, 1.21999999068, 0.132727271961895, 0.269090911204165, 0.219090910120444, 0.124545452608304, 1.73909090323882, 0.800909093835137, 0.305454546077685, 2.57818181880496, 2.23454547199336, 1.29363635588776, 0.261818181723356, 0.800909100608392, 9.68545458533547, 0.606363629414277, 1.89090911366723, 3.5790909068151, 0.459090900184079, 1.2563636302948, 2.83090907877142, 2.0636363688179, 0.499090913513845, 0.134545453908769, 0.116363634778695, 0.0972727266224948, 2.60454547134313, 0.571818174116991, 0.249090907756578, 0.133636362342672, 0.370909091423858, 0.797272741794586, 0.982727272266691, 2.13363636081869, 1.27999998493628, 0.167272726581855, 0.154545456001704, 4.96545458923687, 6.28181827068329, 0.266363635659218, 1.44636363468387, 0.734545450318943, 3.90363632548939, 1.5490909002044, 0.289999999783256, 1.20181819254702, 0.277272725647146, 0.150909091938626, 1.44181819395585, 1.19454543969848, 1.50818182121624, 1.18090908635746, 1.07909089326859, 2.40090910954909, 7.33363637057218, 4.33636362986131, 0.135454546321522, 2.98818179152229, 2.64000001414256, 0.596363638612357, 0.330909087576649, 1.21545453911478, 3.73909091949463, 0.930909080938859, 0.0972727274691517, 1.7254545471885, 4.42909095504067, 0.159999999810349, 0.302727270532738, 0.865454543720592, 0.231818180192601, 1.31363636390729, 0.527272736823017, 0.321818186478181, 0.100909091701562, 0.0927272713319822, 1.59272726015611, 0.526363634927706, 0.124545457688245, 6.5754544951699, 1.51454545692964, 0.499999994412065, 1.61272725615312, 0.109090906144543, 0.317272725430402, 0.173636365004561, 0.197272726080634, 1.07090908238156, 2.77636360038411, 0.619090909307653, 2.9590909181332, 0.830000003630465, 4.94818180257624, 0.855454545129429, 0.126363634216515, 0.15818181600083, 0.22909090667963, 0.141818183220246, 0.0981818161566149, 0.171818182719025, 0.0936363617127592, 0.0954545453529466, 2.41818183118647, 3.08545455065641, 0.159090909598903, 0.28272727555172, 0.675454546104778, 3.01454542983662, 0.297272721474821, 1.15000000189651, 1.02090909281238, 2.95545453645966, 2.53545452247966, 0.301818181506612, 0.340909093787724, 0.271818183362484, 1.73181816190481, 0.290000004524534, 1.18818180669438, 0.0909090922637419, 0.187272729521448, 1.36090909063139, 0.380000005052848, 0.26454545692964, 6.47727283564481, 0.99454545432871, 0.327272732488134, 1.1154545599764, 0.476363625377417, 0.250000001693314, 0.368181816048243, 2.7318181774833, 1.85818180170926, 0.244545455683361, 0.215454546226697, 0.104545455087315, 0.204545453190804, 2.49909091537649, 8.78090919147838, 0.613636355508458, 4.78272729570215, 0.296363637189973, 1.10636364329945, 3.22090909426863, 0.163636365058747, 1.39636364579201, 0.0963636357337236, 0.689090904864398, 0.11909090896899, 0.521818181330508, 0.292727275328203, 2.0309090831063, 0.204545453190804, 0.79636363549666, 0.358181820674376, 0.179999999701977, 3.19636365229433, 3.2536364143545, 0.106363635340875, 1.23727271773598, 0.719090908935124, 3.39090912992304, 0.642727277495644, 0.418181817639958, 0.225454548373818, 2.01000000130046, 0.243636362423951, 2.85909088142216, 3.63999995318326, 3.31454547968778, 0.598181822083213, 0.43181817910888, 1.24090908484703, 0.564545456150716, 0.24454545551403, 2.46909090063789, 0.630909085951068, 3.08363634347916, 2.04909091646021, 2.5672727281397, 0.919090908020735, 0.86363635821776, 0.57727273079482, 0.118181818249551, 2.70545453645966, 0.170909090814265, 0.0918181795965542, 0.179999997500669, 1.52909089218486, 0.1345454540781, 0.178181821649725, 0.164545455947518, 0.987272701988166, 20.4718179702759, 0.359999996863983, 0.184545456008478, 4.59818183292042, 0.167272727597844, 0.909090920774774, 0.360909089276736, 0.249090908603235, 0.616363637826659, 0.127272728491913, 0.194545458663594, 0.254545453935862, 7.35636364329945, 0.117272727191448, 0.951818184419112, 0.268181815743446, 4.0990908796137, 0.0945454536175186, 0.235454544425011, 2.00909088958393, 0.104545454748652, 0.992727255279368, 1.98000001907349, 0.204545453190804, 0.104545453732664, 9.55545451424339, 0.333636365830898, 0.144545454193245, 0.192727276378057, 0.798181810162284, 5.58454546061429, 0.23909090611745, 0.210909090258858, 0.523636360060085, 0.159090909429572, 0.268181816759435, 0.16272727095268, 0.161818182095885, 2.32545454664664, 0.841818185015158, 0.633636381477118, 0.515454548157074, 2.49636364525015, 0.337272728708657, 1.15545455857434, 0.835454550656405, 0.105454545298761, 1.43272723020478, 0.53363635763526, 0.304545449600978, 0.774545442651619, 0.129999999803576, 0.122727274048057, 0.460000006312674, 0.273636369881305, 2.42272725430402, 2.16090908375653, 3.74999996748838, 0.584545461968942, 8.76090903715654, 0.241818179969083, 4.03727276758714, 0.638181821189143, 0.305454540320418, 1.22181817076423, 0.130909088829702, 0.123636362227527, 0.621818176724694, 0.120000000365756, 2.22181818295609, 2.68181819807399, 2.54272723197937, 0.273636359890754, 1.39818181232973, 1.98727272857319, 0.135454546321522, 0.532727262513204, 1.3263636353341, 0.574545457959175, 0.39818181774833, 0.529090909456665, 0.444545454430309, 0.114545454186472, 0.81000000780279, 3.09000002254139, 0.0981818192045797, 0.940909082239324, 0.693636364557526, 1.53454544327476, 0.0972727279771458, 5.13454545627941, 7.22818183898926, 2.15818183530461, 0.112727272578261, 0.151818183335391, 0.363636363636364, 0.410000001842325, 0.29454545405778, 0.460909086194905, 1.2072727219625, 2.09818182750182, 1.08636362986131, 1.92000000043349, 0.248181817883795, 0.196363635361195, 0.227272725240751, 0.110909091647376, 0.261818181723356, 3.42454546689987, 0.217272728681564, 0.613636359572411, 0.180909090421417, 1.43090909042142, 0.0954545451836152, 0.15818182209676, 0.0981818181885914, 0.229090910066258, 0.427272718230432, 0.198181816122749, 1.1454545406794, 2.50363633849404, 0.239090908657421, 0.166363636201078, 0.505454547364603, 1.73363636484878, 0.230000000955029, 4.88363631205125, 0.583636362444271, 3.48909091949463, 0.46636363745413, 4.29272730783983, 3.24454546516592, 0.0927272716706449, 3.97454550049522, 0.290909090841358, 0.265454548665068, 2.74181814898144, 1.67636363885619, 1.28999999436465, 1.44181816144423, 0.276363634419712, 0.23636364005506, 2.85272727771239, 0.377272731878541, 7.85272726822983, 0.365454548461871, 1.37181818078865, 3.3054545304992, 0.166363633491776, 8.08636366237294, 0.146363639526746, 0.490000002763488, 0.196363637393171, 0.561818182468414, 0.533636358651248, 0.25272727588361, 0.149999999525872, 12.9727273854342, 0.163636363196102, 0.565454533154314, 0.358181825076992, 0.965454548597336, 0.147272726351565, 0.257272727110169, 1.474545432424, 0.702727277170528, 0.149090907790444, 0.359090912071141, 0.504545451565222, 0.270909091288393, 0.173636365681887, 0.296363632448695, 0.237272724509239, 0.0936363617127592, 0.387272729115053, 0.259090907871723, 0.398181818764318, 0.109999998895959, 0.818181829019026, 0.64272727207704, 0.427272732962262, 0.658181814984842, 0.441818189553239, 0.294545455412431, 4.42909096045928, 0.572727270085703, 1.82999999956651, 0.929999996315349, 0.163636364042759, 0.226363638585264, 0.100909090516242, 0.34181818399917, 0.197272730991244, 0.0963636352257295, 0.216363635930148, 0.270909087901766, 2.11999996311285, 0.200000000948256, 0.176363636146892, 1.75090910697525, 1.0281818180599, 0.302727268839424, 0.859090903943235, 0.152727270837535, 0.306363639845089, 0.230909094383771, 0.336363627829335, 0.132727272131226, 0.200909094207666, 0.194545453752984, 3.2963636205955, 0.70363637059927, 0.13727272759107, 0.223636360839009, 0.170909095894207, 1.40636364031922, 0.116363639519973, 0.868181806057692, 0.390909088267521, 0.310909091071649, 0.316363635218956, 2.60090908679095, 0.813636365600608, 1.47545453093269, 0.308181819421324, 0.328181814910336, 1.42454544420947, 1.30818182602525, 0.966363636438142, 0.563636363907294, 0.159999998794361, 0.415454547005621, 0.594545461914756, 0.114545454186472]] ['apcp_sf5_1 outliers', 857, [0.592727283185179, 5.66999994624745, 0.768181808292866, 2.80909092859788, 3.94909094680439, 3.68636363202875, 1.48818179423159, 6.74454545974731, 1.88999999991872, 0.571818178180944, 2.33090906251561, 0.230909093537114, 0.479999997737733, 1.20363635366613, 0.624545456502925, 0.290000004693866, 8.81090914119374, 18.1354543512518, 6.41545447436246, 3.96909090605649, 0.789999998089942, 2.57181817835028, 6.50181809880517, 1.93727271800691, 2.83818184245716, 1.52727273716168, 1.29272725094448, 0.298181825063445, 8.09272718429565, 2.28909090974114, 2.02363632483916, 0.448181825943968, 5.65181823548946, 0.472727270288901, 6.05818181417205, 2.5909091017463, 0.26909090934152, 0.741818198595535, 0.250909097154032, 2.59545450860804, 0.967272728681564, 5.10454546321522, 0.627272725951943, 0.770000005310232, 0.300000006502325, 6.77727264707739, 19.2527269883589, 1.24272727424448, 1.4209090823477, 0.367272726514123, 1.7745454528115, 1.63818182051182, 0.259090905162421, 7.78272726319053, 2.01454545692964, 0.24636363576759, 4.85090907053514, 0.266363637013869, 0.497272722423077, 3.72090907530351, 0.563636362383311, 0.260909097099846, 0.536363643001426, 0.512727275490761, 0.981818180192601, 10.1736363714392, 0.842727276411923, 1.18181817098097, 0.268181817098097, 0.358181823383678, 0.236363630911166, 0.273636363446712, 0.245454549789429, 2.76454548402266, 3.56000001864, 10.5590910478072, 4.43090910261328, 0.795454538342628, 0.533636362207207, 7.97636365890503, 11.060000072826, 0.368181813677604, 0.696363625201312, 3.18727273290808, 2.11090911247513, 6.07090906663375, 0.482727272944017, 1.31909091635184, 0.41636363891038, 0.352727274325761, 0.256363644349304, 0.560909095135602, 0.437272727489471, 15.9527270577171, 1.15272725712169, 0.459090904756026, 0.897272716022351, 0.715454559434544, 1.66090911626816, 4.8054545359178, 0.278181812133301, 0.517272718758746, 4.6490909863602, 1.93454545194452, 0.511818182739345, 1.12999998981302, 12.8172726197676, 0.607272731986913, 1.45363635908474, 0.481818191029809, 5.02636367082596, 5.02636365457015, 4.82454548437487, 1.62181820110841, 0.611818187954751, 0.821818183768879, 1.47272730957378, 0.234545453028245, 2.06636363809759, 9.55090913989327, 7.35454567995938, 0.552727276628668, 0.764545450495048, 1.06909091364254, 0.307272727177902, 0.776363630186428, 1.15272727337751, 1.34999997778372, 5.08363634889776, 6.15454550222917, 1.35636362839829, 5.54545456712896, 0.863636363636364, 0.967272741550749, 0.435454550114545, 2.57727271860296, 0.970000004226511, 1.07363636656241, 5.91909092122858, 2.30545454404571, 0.640909087251533, 0.3109090924263, 0.269090912558816, 0.366363640535961, 6.9072727506811, 0.254545449025252, 6.64272731000727, 0.402727269144221, 7.83000009710138, 1.54818183590065, 2.08181817152283, 0.239090910350735, 0.355454547838731, 4.34636365283619, 0.387272725728425, 2.76454541527412, 0.401818192987279, 4.0063636302948, 0.240000003440814, 1.66000002080744, 5.23545453765176, 0.269090911542827, 3.28454546494917, 0.957272717898542, 1.21000000089407, 2.86363634738055, 0.35545454648408, 14.1090908484025, 0.79363636333834, 3.90272727879611, 0.398181817240336, 5.1599999666214, 0.469090905379165, 1.68454546278173, 1.02181817726655, 0.827272726730867, 2.56181817704981, 3.9072727506811, 4.84909102320671, 0.722727266902273, 0.32818182151426, 1.54727273231203, 1.9200000166893, 0.45545454103161, 7.13636367971247, 0.276363636282357, 2.00272725116123, 0.34454545988278, 4.52727272293784, 11.8872727480802, 0.929090914739804, 4.62999998439442, 14.5636362595992, 0.536363642324101, 0.745454538952221, 0.569090903482654, 0.311818179759112, 18.3936365300959, 0.297272729602727, 18.0809094255621, 1.4572727273811, 1.51545454697175, 0.435454544695941, 2.26454546234824, 0.387272733856331, 1.77636361122131, 2.26363633979451, 1.06363636526194, 11.0336363965815, 2.20727272331715, 0.611818183552135, 3.7818181541833, 0.472727284512737, 6.64181821996515, 8.77090913599188, 0.408181819048795, 1.35181819308888, 0.590909096327695, 15.8354543339122, 5.41727269779552, 0.419090899723497, 0.336363635957241, 0.777272745966911, 10.0727273659273, 5.3618181402033, 0.233636365695433, 0.457272727381099, 0.3790909034962, 6.04454542561011, 0.249999995258721, 1.66272727467797, 1.36909089847045, 0.392727275463668, 5.91909087787975, 4.07999996705489, 1.43818180669438, 0.309999998150901, 2.09454545649615, 0.341818180951205, 0.355454547161406, 1.18181818249551, 0.300000002438372, 5.56363636797125, 0.970000007613139, 0.33181818574667, 5.15909088741649, 1.04090909456665, 0.634545456787402, 1.17363635044206, 1.72636360878294, 1.39454545419325, 0.256363639946688, 1.67727269909599, 0.918181825767864, 0.232727271589366, 0.481818184933879, 0.963636365803805, 1.10545455122536, 0.56181817704981, 31.0927274877375, 5.04000009189953, 0.271818182685158, 1.49000000411814, 0.89909090237184, 0.911818179217252, 4.2309091091156, 8.36090907183561, 6.85636379502036, 0.682727271860296, 5.29090905189514, 0.636363635008985, 5.55454543165185, 1.21818183091554, 2.44545452161269, 0.351818184960972, 0.294545456428419, 0.945454548705708, 6.30000001733953, 0.775454550981522, 0.446363637393171, 1.71090910651467, 0.874545445496386, 0.274545459584756, 9.54363636537032, 0.712727286598899, 0.765454546971755, 2.70272726362402, 6.87272728573192, 0.27818182178519, 0.880000000650233, 1.12636362964457, 0.497272731228308, 1.29999999566512, 3.53909093683416, 0.630909094078974, 0.256363639777357, 2.35181815786795, 0.333636366508224, 0.8981818116524, 0.529999996450814, 2.46454545584592, 0.373636365614154, 0.501818176189607, 1.09727270494808, 0.418181823058562, 0.642727265303785, 0.976363629780032, 0.335454545915127, 0.335454542528499, 2.93454545736313, 0.962727263569832, 0.312727270139889, 1.28363636203788, 0.820000004361976, 2.97636364264922, 0.579999995841221, 0.289090906015851, 0.841818175532601, 1.92545453526757, 0.244545459747314, 0.792727260765704, 5.52181819352237, 2.30000003088604, 5.02090909264304, 3.92909089001742, 1.21090907874432, 0.715454555370591, 2.24272727559913, 0.430000001733953, 4.3299999778921, 0.390909097411416, 9.85818186673251, 1.89909088408405, 1.44272727316076, 2.85818181796507, 1.56272726709192, 0.652727278796109, 0.248181815851818, 0.476363637230613, 1.46272723783146, 4.15363636883822, 0.246363639154217, 6.11454545367848, 0.365454545075243, 3.05818181688135, 1.30090906132351, 0.573636360805143, 6.80090899900957, 1.85727272250436, 3.67272730307146, 0.361818186261437, 0.313636368648572, 0.821818179704926, 0.648181825876236, 15.6081817800348, 2.97181822495027, 0.3718181848526, 13.0727271600203, 0.565454539927569, 0.820000010457906, 0.734545457092198, 0.274545448239554, 0.266363633627241, 0.345454547892917, 1.14272727749564, 2.6763636469841, 4.43999994884838, 1.3136363666166, 0.448181816122749, 0.360909093510021, 2.13727274808017, 0.488181811842051, 0.637272720987147, 6.51636362075806, 3.35545454242013, 1.62636362270198, 3.22636360471899, 3.26727274060249, 1.14272728020495, 0.680000002241947, 0.954545454545455, 0.325454554943876, 0.254545450887897, 0.319999998266047, 1.02545454827222, 0.842727266421372, 3.482727245851, 3.80545456572012, 2.88727275349877, 1.35454546863383, 0.435454541986639, 2.15181818333539, 1.8727272586389, 5.30999998612837, 2.00090903551741, 3.24454542994499, 1.56272731044076, 2.49454540827058, 0.297272722490809, 3.75454540686174, 1.33909092437137, 1.75636360591108, 0.269090906462886, 0.466363629156893, 0.482727266170762, 2.29818182099949, 1.53545456515117, 0.755454544993964, 5.56363638964566, 0.480000001463023, 0.581818185408007, 1.60454546660185, 1.35818180966784, 6.65090903097933, 0.691818183118647, 3.3363636081869, 2.34909091483463, 0.365454551848498, 13.9518181844191, 8.50090917673978, 0.616363633762706, 1.75181816924702, 0.90363636477427, 0.263636360283602, 0.486363635821776, 3.33090907877142, 0.385454540902918, 0.427272726527669, 0.746363626623696, 0.907272722233425, 3.8572727766904, 3.53454545953057, 11.0363636016846, 4.20090913772583, 1.36999999528581, 0.280909093604846, 0.53818181140179, 0.284545451741327, 1.03272726860913, 0.667272733693773, 0.889090913263234, 1.8854545219378, 5.13363634456288, 1.26363639922982, 0.47363635728305, 0.716363630511544, 2.05090910738165, 0.330000002275814, 1.59363635019823, 2.03090907396241, 1.31909091093323, 0.288181813941761, 8.6890909021551, 2.23454548553987, 0.229090905324979, 0.300909093157812, 0.245454549789429, 0.277272729033774, 0.540909090841358, 3.38181824033911, 1.07000000910325, 0.328181816772981, 3.76545456187292, 3.00363645228473, 1.4799999770793, 0.257272726771506, 0.816363642161543, 12.6736361763694, 3.01636359908364, 3.60000000216744, 15.4090910824862, 0.501818185502833, 1.42090907963839, 3.54636357589201, 2.51181818849661, 0.52363636683334, 0.817272726785053, 3.40999998287721, 1.86000001295046, 0.79090908982537, 1.74909090047533, 1.1309090829031, 2.17363638227636, 1.66090907088735, 2.66818184744228, 1.50909089093859, 5.5036364143545, 10.0536365075545, 0.364545457742431, 3.74090912125327, 0.940909082239324, 5.70272727446123, 3.25181812589819, 4.01454550569708, 1.54909089478579, 0.443636366928166, 0.303636362606829, 5.12363641912287, 7.93636371872642, 1.80272727662867, 2.04090909524397, 2.07090908830816, 11.417272827842, 13.3309090354226, 11.9872727827592, 0.763636370951479, 4.00999996337024, 4.80909092656591, 2.07636365192858, 0.591818189079111, 2.51272726871751, 5.00090913339095, 4.49090904539282, 4.79000000520186, 5.09000002254139, 0.47181818431074, 1.47636363181201, 0.300909093835137, 3.79818179390647, 1.01000002043491, 0.799999988891862, 0.476363629102707, 3.19272726232355, 2.50999999181791, 10.0645454580134, 3.53545450622385, 2.11363636092706, 3.6354545165192, 0.346363635225729, 0.375454547730359, 0.742727268825878, 0.688181839206002, 1.19545455175367, 10.9063636172902, 0.983636373823339, 4.16090914776379, 3.51090912927281, 17.0954544760964, 0.859999996017326, 0.260909090495922, 3.11272729425268, 0.382727264172652, 0.232727273621342, 0.241818179799752, 0.376363638111136, 3.13727276298133, 4.43727267872204, 0.321818182075566, 0.322727269916372, 0.753636368296363, 4.11818181384693, 0.374545457349582, 1.2036363794045, 5.92272729155692, 4.28363634239544, 16.7399999445135, 1.00545455108989, 1.01454546742819, 0.615454557267102, 0.372727280313318, 2.10818183015693, 2.97909087484533, 1.44363636320288, 0.289090909063816, 4.5518181107261, 0.788181806829843, 1.17818184061484, 8.84181820262562, 1.52636362747713, 0.649090917273001, 2.14545454762199, 0.808181814341383, 0.316363633694974, 1.08454545384104, 7.67545448650013, 2.82090910998258, 0.271818185394461, 0.673636371439153, 0.27000000260093, 5.26727271080017, 14.9418180639094, 0.727272721854123, 6.91909092122858, 0.399090906435793, 10.5199999809265, 4.84363634071567, 3.42727275954729, 1.39999999512326, 2.12363637577404, 0.286363628438928, 0.907272733409296, 1.0427272699096, 0.325454552065242, 4.9272727207704, 0.310909093780951, 0.813636357134039, 0.445454548705708, 0.295454546809196, 0.239090903577479, 4.85818173126741, 6.50090902501887, 2.15454540604895, 0.829090919514949, 4.60090910304676, 0.670000000433488, 0.62545454908501, 0.669090915809978, 3.03181819482283, 0.643636368553747, 4.00909097424962, 7.18272725018588, 4.56363642215729, 0.761818180030042, 0.575454554774544, 1.32181814854795, 0.589090905406258, 0.919090901924805, 2.98545455661687, 0.903636371547526, 6.03818189014088, 2.30818182771856, 2.6945454640822, 2.46090910194272, 1.05181818658655, 0.852727257392623, 11.3299998370084, 0.310909090563655, 0.761818192221902, 2.49545453895222, 1.79636366258968, 1.0372727338902, 36.8754549893466, 0.517272721129385, 8.0018181367354, 0.275454544208267, 1.5254545265978, 0.834545468064872, 0.382727276195179, 3.28909093141556, 0.235454542731697, 0.247272725132379, 0.429090911691839, 18.0545452291315, 0.234545460478826, 1.24545453353362, 0.579090914943001, 5.81909092989835, 0.282727277583697, 2.30000000650232, 2.16363635930148, 7.97272716869007, 0.268181823871352, 0.482727282595905, 0.358181814578447, 2.3109090870077, 16.5281819430265, 0.959999996152791, 0.231818183409897, 1.57545454122803, 0.454545462673361, 7.70181811939586, 0.237272724339908, 0.313636363907294, 0.816363632678986, 0.249090912328525, 3.04636366258968, 0.314545451240106, 7.01909081502394, 1.23454544490034, 1.05818181755868, 0.405454549430446, 0.63363635353744, 0.769090905108235, 3.51363637772473, 0.930909090929411, 4.16818185286088, 0.305454546585679, 1.14727273312482, 2.25454545224255, 0.587272706356916, 0.519999997859651, 0.799090906808322, 0.859090918844396, 1.2245454761115, 3.10818183963949, 6.59181815927679, 8.71636361425573, 1.05818183178251, 11.8399998924949, 0.264545449987054, 0.244545457207344, 4.08454548228871, 1.97909093580463, 0.748181822625073, 1.50727274472063, 2.23545455797152, 2.78090907226909, 0.274545453488827, 3.46999996900558, 3.51090909134258, 2.8354545398192, 0.290000004355203, 2.12363636493683, 4.74545461481268, 1.09818182072856, 1.50636362419887, 1.48818179423159, 0.699999998916279, 1.17999999767, 0.790000005032529, 1.21545456214385, 5.58818186413158, 0.302727275274017, 1.69727271253412, 0.714545446363362, 3.15999999371442, 0.239090910520066, 10.0445453903892, 12.9290908466686, 3.29636366800828, 0.518181815743446, 0.617272729223425, 0.349999998103489, 0.70363636450334, 1.48363636840474, 3.18999998136, 1.53363636406985, 8.33727283911272, 0.474545453082431, 0.885454535484314, 0.350909089500254, 1.89272725175728, 1.09272728183053, 0.571818170222369, 9.28727275674993, 0.388181810182604, 0.369090909307653, 0.891818176616322, 0.988181817260655, 4.89272731000727, 4.4000000520186, 0.45181818052449, 1.54636361619288, 0.581818173893473, 0.409999999133023, 2.36818182332949, 3.85000002384186, 0.360909088091417, 0.51727273772386, 2.72363635084846, 0.274545452811501, 6.66454536264593, 1.12727271426808, 4.08636362986131, 0.329090914265676, 0.782727274705063, 6.07181815667586, 4.91909096457742, 7.42818194085901, 0.229090915315531, 0.29818181829019, 0.263636366548863, 3.52454538778825, 3.65181818333539, 1.72909089110114, 3.56181820956143, 0.40636363202198, 1.17090907235715, 5.91909085620533, 0.635454547676173, 11.2072726596485, 2.16636361452666, 1.5072727040811, 4.42636368491433, 0.321818178180944, 17.4936365647749, 0.237272722985257, 1.15090908922932, 0.413636364720084, 2.64545455304059, 0.233636366711421, 3.34636363387108, 0.681818185204809, 0.269090910865502, 19.5381819118153, 0.259999998083169, 0.732727275653319, 0.578181827948852, 3.68454542756081, 0.260000002655116, 0.251818180084229, 3.55272729288448, 0.830909096381881, 0.230909094214439, 0.776363630186428, 0.661818180571903, 1.60090911388397, 0.648181816393679, 0.580909087068655, 0.416363634846427, 0.334545450454408, 1.62090910022909, 0.299090912396258, 0.656363642351194, 2.72818181731484, 1.12363634326241, 0.427272724834355, 1.22454547069289, 0.495454551482742, 0.441818178716031, 0.330909090963277, 11.4454544782639, 4.479090903293, 1.91818182034926, 3.48636364936829, 0.300000003793023, 1.04454544897784, 0.262727277522737, 0.528181823478504, 0.279999997805465, 0.46636363254352, 8.19545456496152, 0.846363645385612, 0.279999998821454, 0.803636365316131, 3.17090910537676, 2.00272727012634, 0.330909089608626, 2.90363639864055, 0.392727281559597, 0.729090905155648, 1.43818183361807, 1.56818179786205, 0.31000000170686, 3.68727275458249, 0.725454542277889, 0.237272728573192, 0.430909098379991, 1.97636365755038, 1.69909091429277, 0.940909077159383, 0.796363637189973, 0.621818182143298, 1.35181818902493, 3.61090908944607, 1.15363635105843, 1.65454546429894, 0.313636362383311, 0.331818176602775, 0.35999999534, 5.09181818095121, 2.34454545988278, 5.63090904192491, 0.568181814117865, 0.631818195635622, 1.75818180546842, 0.633636367591945]] ['dlwrf_s1_1 outliers', 0, []] ['dlwrf_s2_1 outliers', 0, []] ['dlwrf_s3_1 outliers', 0, []] ['dlwrf_s4_1 outliers', 0, []] ['dlwrf_s5_1 outliers', 0, []] ['dswrf_s1_1 outliers', 348, [0.909090909090909, 0.0909090909090909, 0.0909090909090909, 0.727272727272727, 0.181818181818182, 0.363636363636364, 1.09090909090909, 2.0, 2.0, 2.0, 1.18181818181818, 1.81818181818182, 2.81818181818182, 2.0, 2.0, 1.09090909090909, 2.0, 2.0, 2.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.818181818181818, 0.545454545454545, 0.818181818181818, 0.818181818181818, 0.545454545454545, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 0.181818181818182, 0.727272727272727, 0.636363636363636, 0.909090909090909, 0.363636363636364, 0.181818181818182, 0.363636363636364, 1.63636363636364, 1.90909090909091, 1.90909090909091, 2.0, 2.0, 0.363636363636364, 1.18181818181818, 1.63636363636364, 0.727272727272727, 2.0, 0.363636363636364, 0.545454545454545, 0.272727272727273, 0.545454545454545, 1.45454545454545, 1.27272727272727, 0.909090909090909, 0.636363636363636, 1.0, 1.0, 0.727272727272727, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 0.909090909090909, 0.909090909090909, 1.0, 1.0, 0.636363636363636, 0.727272727272727, 0.909090909090909, 1.0, 1.0, 1.0, 2.0, 1.09090909090909, 0.181818181818182, 0.363636363636364, 1.90909090909091, 0.727272727272727, 1.45454545454545, 0.363636363636364, 1.81818181818182, 1.45454545454545, 1.54545454545455, 0.363636363636364, 0.181818181818182, 0.909090909090909, 2.0, 2.0, 2.0, 0.909090909090909, 0.0909090909090909, 1.0, 1.0, 0.909090909090909, 0.909090909090909, 1.0, 0.0909090909090909, 0.0909090909090909, 0.818181818181818, 1.0, 1.0, 1.0, 0.181818181818182, 0.181818181818182, 0.818181818181818, 0.0909090909090909, 0.909090909090909, 0.0909090909090909, 0.272727272727273, 0.545454545454545, 0.818181818181818, 0.181818181818182, 0.545454545454545, 0.909090909090909, 0.727272727272727, 2.0, 2.0, 0.363636363636364, 1.63636363636364, 3.0, 0.272727272727273, 0.454545454545455, 3.0, 1.54545454545455, 2.0, 0.727272727272727, 2.0, 0.909090909090909, 1.81818181818182, 1.27272727272727, 1.0, 1.0, 0.454545454545455, 0.818181818181818, 0.636363636363636, 0.0909090909090909, 0.0909090909090909, 0.181818181818182, 0.636363636363636, 0.909090909090909, 1.0, 1.0, 1.0, 0.909090909090909, 0.454545454545455, 0.0909090909090909, 0.818181818181818, 0.909090909090909, 0.727272727272727, 0.727272727272727, 0.818181818181818, 0.0909090909090909, 1.45454545454545, 0.181818181818182, 0.363636363636364, 0.181818181818182, 3.0, 0.0909090909090909, 1.09090909090909, 2.0, 1.27272727272727, 2.0, 2.0, 1.90909090909091, 0.818181818181818, 1.36363636363636, 1.63636363636364, 1.27272727272727, 1.0, 0.0909090909090909, 1.0, 0.0909090909090909, 1.0, 0.181818181818182, 1.0, 0.363636363636364, 1.0, 1.0, 0.727272727272727, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 0.818181818181818, 0.0909090909090909, 0.727272727272727, 0.909090909090909, 0.727272727272727, 0.0909090909090909, 0.272727272727273, 0.181818181818182, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 0.0909090909090909, 0.727272727272727, 0.0909090909090909, 0.0909090909090909, 0.545454545454545, 0.272727272727273, 1.63636363636364, 0.181818181818182, 1.0, 1.0, 0.636363636363636, 0.636363636363636, 1.0, 1.0, 0.727272727272727, 1.0, 0.181818181818182, 0.0909090909090909, 0.272727272727273, 0.636363636363636, 0.727272727272727, 0.0909090909090909, 0.363636363636364, 3.0, 2.18181818181818, 1.45454545454545, 0.181818181818182, 2.0, 2.0, 2.0, 1.63636363636364, 1.0, 0.0909090909090909, 0.181818181818182, 0.363636363636364, 0.181818181818182, 0.818181818181818, 0.727272727272727, 0.909090909090909, 0.272727272727273, 0.636363636363636, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.63636363636364, 1.45454545454545, 0.363636363636364, 0.181818181818182, 0.0909090909090909, 0.818181818181818, 0.181818181818182, 0.272727272727273, 0.545454545454545, 0.0909090909090909, 0.181818181818182, 0.363636363636364, 1.0, 1.0, 1.0, 0.727272727272727, 0.181818181818182, 0.545454545454545, 0.0909090909090909, 0.272727272727273, 0.545454545454545, 0.909090909090909, 0.181818181818182, 0.545454545454545, 1.81818181818182, 0.545454545454545, 0.363636363636364, 0.181818181818182, 1.90909090909091, 1.63636363636364, 2.0, 0.636363636363636, 1.0, 0.545454545454545, 0.272727272727273, 0.909090909090909, 0.545454545454545, 0.636363636363636, 0.454545454545455, 0.272727272727273, 1.0, 1.0, 1.0, 0.818181818181818, 0.181818181818182, 1.45454545454545, 0.727272727272727, 0.545454545454545, 0.909090909090909, 2.54545454545455, 0.181818181818182, 0.909090909090909, 1.81818181818182, 0.363636363636364, 2.0, 1.0, 0.727272727272727, 0.363636363636364, 1.0, 0.272727272727273, 0.909090909090909, 0.909090909090909, 0.272727272727273, 1.0, 1.0, 0.181818181818182, 0.272727272727273, 0.727272727272727, 0.545454545454545, 0.272727272727273, 0.545454545454545, 1.54545454545455, 0.181818181818182, 1.09090909090909, 1.18181818181818, 0.909090909090909, 1.45454545454545, 0.181818181818182, 0.181818181818182, 0.909090909090909, 0.181818181818182, 0.181818181818182, 1.0, 0.636363636363636, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 0.0909090909090909, 0.181818181818182, 0.727272727272727, 1.0]] ['dswrf_s2_1 outliers', 0, []] ['dswrf_s3_1 outliers', 0, []] ['dswrf_s4_1 outliers', 0, []] ['dswrf_s5_1 outliers', 0, []] ['pres_ms1_1 outliers', 65, [103776.387784091, 103967.529119318, 103598.220880682, 103784.404119318, 103912.721590909, 103662.362926136, 103535.940340909, 103991.190340909, 103955.769886364, 103779.498579545, 103952.190340909, 104688.396306818, 104347.139204545, 103986.725852273, 103751.205965909, 103557.008522727, 104255.553267045, 103578.745028409, 104150.816761364, 103469.933948864, 103847.122869318, 103609.590909091, 104017.620028409, 104224.894176136, 103828.381392045, 103738.953835227, 103507.763494318, 103709.318892045, 103594.971590909, 103823.870028409, 104115.012784091, 103495.519886364, 104030.276278409, 103781.232244318, 103560.712357955, 103736.107954545, 103710.0234375, 104078.289772727, 103673.223011364, 103909.109375, 103491.15625, 103562.511363636, 103640.681107955, 103959.114346591, 103983.587357955, 103746.171875, 104250.884943182, 103729.647727273, 103587.2109375, 103534.512784091, 104233.099431818, 103643.975852273, 103487.943892045, 104251.518465909, 103639.933238636, 103818.269176136, 104286.901278409, 104001.446022727, 103896.535511364, 103805.504971591, 103654.733664773, 103475.228693182, 103763.572443182, 103554.685369318, 103804.597301136]] ['pres_ms2_1 outliers', 65, [103917.965909091, 103929.661931818, 103813.970170455, 103903.3984375, 103587.529829545, 103876.954545455, 103757.489346591, 103577.416193182, 104110.039772727, 103912.743607955, 103902.379971591, 104170.997159091, 104856.285511364, 103702.211647727, 104533.010653409, 104096.791193182, 103828.096590909, 103834.077414773, 104329.539772727, 103702.522017045, 104218.581676136, 103928.105113636, 103912.035511364, 103977.913352273, 104155.090198864, 103875.493607955, 103761.993607955, 103611.613636364, 103862.990056818, 103728.700284091, 103738.416193182, 104174.239346591, 103716.427556818, 104085.318181818, 103804.610085227, 103547.797585227, 103679.178267045, 103741.502840909, 103697.965198864, 103588.911221591, 104195.046875, 103995.991477273, 103738.765625, 103643.629971591, 103950.090198864, 103868.367897727, 103730.139204545, 104380.098011364, 103673.096590909, 103626.953835227, 103607.465198864, 104398.077414773, 103645.876420455, 104351.512784091, 103602.325284091, 103925.718039773, 104412.207386364, 103986.632102273, 103866.033380682, 103713.334517045, 103778.248579545, 103862.887784091, 103579.844460227, 103555.816051136, 103845.436079545]] ['pres_ms3_1 outliers', 81, [103957.349431818, 103511.857244318, 103821.921164773, 103737.636363636, 103819.375710227, 103760.997159091, 103734.360085227, 103605.860085227, 104043.074573864, 103631.605823864, 103463.409090909, 103917.6953125, 104370.911221591, 104693.185369318, 103604.394886364, 104408.441761364, 103934.923295455, 103473.505681818, 103702.759943182, 103958.614346591, 104232.703125, 103954.760653409, 104062.327414773, 103506.754971591, 103839.722301136, 104145.738636364, 103680.872869318, 103983.098721591, 103828.305397727, 103701.723011364, 103557.518465909, 103848.264914773, 103799.281960227, 103577.147017045, 103483.083806818, 103481.5703125, 103689.987926136, 104016.002130682, 103750.0859375, 104027.686079545, 103614.090909091, 103560.096590909, 103724.482244318, 103590.496448864, 103470.233664773, 103613.629971591, 103491.838778409, 104242.605113636, 103904.936079545, 103465.614346591, 103714.085227273, 103570.254261364, 103598.980823864, 103647.747869318, 103606.176136364, 103632.528409091, 103600.340909091, 104385.242897727, 103475.749289773, 103669.186079545, 103616.514204545, 103601.2890625, 103491.7734375, 104302.458096591, 103560.497159091, 103546.737215909, 103550.776278409, 103624.504261364, 104252.137073864, 103467.463778409, 103527.399147727, 103989.234375, 104449.029119318, 103977.112215909, 103670.244318182, 103495.085227273, 103726.254261364, 103802.84375, 103499.788352273, 103593.188920455, 103678.527698864]] ['pres_ms4_1 outliers', 83, [103682.639914773, 103482.450284091, 103422.527698864, 103354.223011364, 103475.276278409, 103239.859375, 103448.946022727, 103524.901278409, 103296.502840909, 103807.512073864, 103378.005681818, 103705.498579545, 104114.986505682, 104244.932528409, 103280.663352273, 103974.853693182, 103630.649147727, 103361.428977273, 103216.169034091, 103472.338778409, 103902.021306818, 103961.751420455, 103853.085227273, 103518.693892045, 103271.110085227, 103439.073863636, 104059.786931818, 103224.137784091, 103511.779119318, 103306.729403409, 103581.348011364, 103271.303977273, 103379.641335227, 103233.370738636, 103447.970880682, 103651.462357955, 103316.161221591, 103625.830255682, 103522.693181818, 103521.416903409, 103710.901988636, 103211.522017045, 103416.988636364, 103496.894176136, 103207.530539773, 103262.482954545, 103409.701704545, 103357.190340909, 103960.907670455, 103541.944602273, 103247.967329545, 103227.4609375, 103295.973721591, 103410.916193182, 103280.015625, 103471.423295455, 103423.043323864, 103512.750710227, 103378.813920455, 103303.774147727, 104106.8984375, 103457.909801136, 103245.201704545, 103216.659801136, 103303.334517045, 103295.264204545, 103962.690340909, 103342.363636364, 103389.841619318, 103239.557528409, 103503.639914773, 103953.130681818, 103220.247159091, 103269.210227273, 103776.635653409, 104131.829545455, 103764.203125, 103221.339488636, 103445.274147727, 103290.155539773, 103517.598011364, 103401.421164773, 103345.674005682]] ['pres_ms5_1 outliers', 76, [103632.971590909, 103690.673295455, 103412.144886364, 103238.361505682, 103419.666903409, 103430.250710227, 103356.866477273, 103522.806107955, 103821.502130682, 103530.933238636, 103662.159090909, 103323.359375, 104249.968039773, 104050.1953125, 103321.897727273, 103778.183238636, 103554.735795455, 103339.660511364, 103279.980823864, 103424.049005682, 103929.174005682, 103849.504261364, 103858.370028409, 103293.392755682, 103442.893465909, 103335.5390625, 104100.708806818, 103242.808238636, 103263.78125, 103337.946732955, 103506.035511364, 103346.953835227, 103238.299715909, 103282.369318182, 103693.939630682, 103400.172585227, 103826.818892045, 103411.848011364, 103249.701704545, 103548.254971591, 103685.634943182, 103421.948153409, 103614.068181818, 103309.59375, 103489.9453125, 103465.564630682, 103897.758522727, 103478.740056818, 103413.870028409, 103246.767045455, 103561.860085227, 103511.029829545, 103557.365056818, 103520.767045455, 103929.625, 103429.130681818, 103299.372159091, 103382.191761364, 103382.666903409, 103975.747869318, 103291.553267045, 103391.911221591, 103292.258522727, 103621.5546875, 103812.235085227, 103411.090909091, 103317.186789773, 103894.567471591, 104094.514914773, 103788.840909091, 103471.546164773, 103412.163352273, 103507.157670455, 103535.838068182, 103473.777698864, 103246.061789773]] ['pwat_ea1_1 outliers', 0, []] ['pwat_ea2_1 outliers', 0, []] ['pwat_ea3_1 outliers', 0, []] ['pwat_ea4_1 outliers', 0, []] ['pwat_ea5_1 outliers', 0, []] ['spfh_2m1_1 outliers', 0, []] ['spfh_2m2_1 outliers', 0, []] ['spfh_2m3_1 outliers', 0, []] ['spfh_2m4_1 outliers', 0, []] ['spfh_2m5_1 outliers', 0, []] ['tcdc_ea1_1 outliers', 612, [0.380000003359535, 0.395454542203383, 0.264545455913652, 0.339090913534164, 0.397272727706216, 0.19636363603852, 0.361818179488182, 0.489090908657421, 0.402727270668203, 0.432727268473669, 0.149090910499746, 0.347272725267844, 0.155454544181173, 0.458181814713912, 0.578181819482283, 0.270000001246279, 0.188181817531586, 0.207272724671797, 0.183636361225085, 0.312727269801227, 0.169090907343409, 0.52727273106575, 0.190909092399207, 0.154545453123071, 0.181818180632862, 0.416363632137125, 0.31636363809759, 0.183636362241073, 0.907272729006681, 0.167272727936506, 0.318181814964522, 0.175454545427452, 0.668181810866703, 0.307272727516564, 0.172727273946459, 0.171818180179054, 0.251818180084229, 0.150000001219186, 0.510909088633277, 0.333636362444271, 0.225454547188499, 0.273636362769387, 0.536363636905497, 0.385454546321522, 0.573636363853108, 0.43636364151131, 0.303636362606829, 0.452727273106575, 1.92090911215002, 0.156363639641892, 0.313636367971247, 0.321818181059577, 0.143636362627149, 0.20909091017463, 0.317272725430402, 0.160909092561765, 0.143636363473806, 0.33272727646611, 0.162727273323319, 0.354545452378013, 1.33818182078275, 0.182727274569598, 0.208181818777865, 0.350000004876744, 0.173636362633922, 0.151818182658065, 0.237272727218541, 0.415454542095011, 0.37181818366728, 0.302727275274017, 0.186363634738055, 0.14727272821421, 0.270909091288393, 1.04818181016228, 0.283636368133805, 0.180909089744091, 0.182727271182971, 0.319090910933234, 0.217272727665576, 0.201818183064461, 0.3809090947563, 0.150909091938626, 0.294545456428419, 0.470000000162558, 0.56181819059632, 0.913636370138688, 0.224545454437082, 0.141818183389577, 0.193636363202875, 0.769090907140212, 0.328181820836934, 0.152727274732156, 0.170909090475603, 0.162727272645994, 0.959090915593234, 0.16818182034926, 0.712727264924483, 0.498181814497167, 0.671818180517717, 0.713636363094503, 0.227272727272727, 0.492727268825878, 0.173636364665898, 0.20909091017463, 0.821818178350275, 0.259999995881861, 0.256363639777357, 1.14909089153463, 0.338181818750772, 0.261818182739344, 0.5063636302948, 0.245454546064138, 0.261818177998066, 0.33818182349205, 0.48909090730277, 0.154545454647053, 0.302727271548726, 0.495454547080127, 0.184545454992489, 0.34818181801926, 0.692727273160761, 0.32181818512353, 0.251818184317513, 0.14818181774833, 0.192727269943465, 0.144545454531908, 0.324545453217897, 1.06363635713404, 0.323636361821131, 0.150909091599963, 0.258181820538911, 0.587272719903426, 0.160909093916416, 0.85181818225167, 0.188181818208911, 0.727272727272727, 0.297272730957378, 0.436363634738055, 0.226363637230613, 0.217272724956274, 0.199090910906141, 0.309090910987421, 0.167272730307146, 0.790909100662578, 1.33454544977708, 1.49727271903645, 0.143636362119155, 0.719090901992538, 0.180000000379302, 0.190000005066395, 0.347272726622495, 0.727272721854123, 0.187272728166797, 0.277272727001797, 0.259090907194398, 0.944545442407781, 0.425454537976872, 0.330909092317928, 0.209090907465328, 0.206363635984334, 0.147272727706216, 0.304545456712896, 0.34272727234797, 0.585454547947103, 0.896363632245497, 0.28363636136055, 0.157272727990692, 1.07999999956651, 0.414545452052897, 1.05999999154698, 0.641818176616322, 0.235454548488964, 0.961818178946322, 0.623636364936829, 0.247272727164355, 0.996363628994335, 0.140909091992812, 0.566363629969684, 0.199090908874165, 0.199090906842188, 0.296363639560613, 0.293636368079619, 0.452727270397273, 0.329090906645764, 0.619090894406492, 0.355454543097453, 0.488181811842051, 0.259090908549049, 0.490909092805602, 0.264545454220338, 1.34636365283619, 0.355454550548033, 0.23363636772741, 0.530909083106301, 0.208181817423214, 0.259999999268488, 0.145454546944662, 0.182727273214947, 0.612727276303551, 0.162727274000645, 0.160000001165, 0.379090908576142, 0.152727272022854, 0.576363628560847, 0.142727272754366, 0.221818180246787, 0.201818183064461, 0.153636364604939, 0.508181818506934, 1.83363635973497, 0.380909093401649, 0.172727272253145, 0.143636365505782, 0.572727267715064, 0.181818183511496, 0.590000008994883, 0.683636356483806, 0.260000002655116, 0.32999999685721, 0.177272726866332, 0.202727269042622, 0.598181824792515, 0.375454542311755, 0.197272724725983, 0.240909092805602, 0.644545454870571, 0.212727271697738, 0.408181819048795, 0.217272728004239, 0.587272728031332, 0.25727272473953, 0.15181818198074, 0.516363645141775, 0.295454552227801, 0.495454536242919, 0.157272728329355, 1.00363637100567, 0.194545457308943, 0.239090908657421, 0.153636362064968, 0.24272727153518, 0.354545456441966, 0.370909088037231, 0.143636362288486, 0.44545454768972, 0.55999999425628, 0.292727272280238, 0.649090905081142, 0.431818185882135, 0.177272726866332, 0.213636360723864, 0.208181820301847, 0.659090914509513, 0.141818181018938, 0.532727271318436, 0.19363636134023, 0.155454546890476, 0.225454544479197, 0.161818181249228, 0.74999998645349, 0.259090908549049, 0.189090908928351, 0.312727270817215, 0.235454546456987, 0.235454547134313, 0.149999999356541, 0.954545439644293, 0.295454546809196, 0.15181818198074, 0.565454542636871, 0.167272730307146, 0.442727273160761, 1.59454544565894, 0.319999994202094, 0.192727274515412, 0.228181817314842, 0.251818175681613, 0.788181825117631, 0.410000001842325, 0.956363640048287, 0.697272723371332, 0.355454547838731, 0.247272727164355, 0.142727273093028, 0.159999999133023, 0.254545453597199, 0.202727270397273, 0.41090909188444, 0.168181818317283, 0.190909093753858, 0.180909092453393, 0.600000002167442, 0.278181819075888, 0.28727272559296, 0.389999996532093, 0.142727272754366, 0.202727274461226, 0.451818176291206, 0.267272726209326, 0.49909090928056, 0.539090904491869, 0.161818182603879, 0.392727269367738, 0.224545456130396, 0.308181816881353, 0.158181818032807, 0.348181819373911, 0.144545455886559, 0.3627272749489, 0.173636366697875, 1.57545456019315, 0.626363629644567, 0.371818180788647, 0.223636364394968, 0.186363636092706, 0.177272729575634, 0.674545461481268, 0.242727275599133, 0.314545452594757, 0.433636367321014, 0.168181818317283, 0.412727267904715, 1.7509090683677, 0.21545454046943, 0.389999999241395, 0.227272727950053, 0.306363635442474, 0.228181819346818, 0.154545454139059, 0.344545455141501, 0.329090910879048, 0.843636371872642, 0.211818184026263, 0.149090909483758, 0.706363637338985, 0.313636363907294, 0.304545458067547, 0.245454549789429, 0.855454537001523, 0.31727273017168, 0.178181819617748, 0.546363632787358, 0.413636368106712, 0.230909090150486, 0.170909089798277, 1.10636363246224, 0.876363637772473, 0.210000002926046, 0.455454541878267, 0.270909091965719, 0.279090905731375, 0.320909095081416, 0.232727275653319, 0.984545453028245, 0.247272721745751, 0.496363638476892, 0.212727273052389, 0.468181817369028, 0.476363631812009, 0.286363638260148, 0.262727276845412, 0.209090911529281, 0.150909091938626, 0.285454548218034, 0.20090909099037, 0.217272725972262, 0.445454547351057, 0.535454540090127, 0.147272726351565, 0.237272728573192, 0.203636363148689, 0.437272722070867, 0.532727274027738, 0.457272731445052, 1.24545454978943, 0.309090908278118, 0.200909090313044, 0.268181818452748, 0.24818181856112, 0.2590909099037, 0.289999998428605, 0.164545454762199, 0.209090911190618, 0.299999998374419, 0.268181813034144, 0.15909091044556, 0.213636364449154, 0.169090909714049, 0.271818181330507, 0.143636363473806, 0.149999999864535, 0.173636366020549, 0.429090908982537, 0.267272728410634, 0.47181818431074, 0.163636363365433, 0.438181806694378, 0.396363642066717, 0.182727273214947, 0.274545454166152, 0.25727272846482, 0.146363635970788, 0.220000002702529, 0.204545455900106, 0.158181817694144, 0.78454545953057, 0.170909093523567, 0.371818182143298, 1.25727272033691, 0.171818182719025, 0.147272728044878, 0.856363637880845, 0.313636363229968, 0.158181819048795, 0.489999995990233, 0.332727270708843, 0.540909092534672, 0.209999997507442, 0.174545453692024, 0.277272728356448, 0.165454544126987, 0.753636352040551, 0.283636364069852, 0.291818181222135, 0.881818180734461, 1.0236363790252, 0.189090907235037, 0.549090905623002, 0.20363636450334, 0.981818185611205, 0.268181819807399, 0.211818180978298, 0.335454545237801, 0.454545450481501, 0.166363634677096, 1.2563636248762, 0.162727272645994, 0.170909089459614, 0.216363637962125, 0.167272728952495, 0.986363637176427, 0.358181814578447, 0.370909090069207, 0.17818181741644, 0.427272723479704, 0.425454549152743, 0.192727273838087, 0.433636360547759, 0.288181813603098, 0.203636363826015, 0.198181819509376, 0.276363636959683, 0.2118181836876, 0.367272726514123, 0.478181811896237, 0.155454547059807, 0.345454546538266, 0.179090911691839, 0.955454533750361, 0.494545446200804, 0.350000006231395, 1.30272727662867, 0.210000001571395, 0.195454544641755, 0.423636371439154, 0.163636362688108, 0.239090907980095, 0.318181819536469, 0.15454545549371, 0.20545454594222, 0.2118181836876, 0.300909092480486, 0.15818181972612, 0.266363637013869, 0.471818193793297, 0.287272728302262, 0.572727276520296, 0.936363648284565, 0.301818178458647, 0.147272729060867, 0.189090909605676, 0.140909090638161, 0.220909087834033, 0.286363636228171, 0.265454549681057, 0.838181812654842, 0.154545454139059, 0.561818185177716, 0.170909090475603, 0.280909089879556, 0.644545450129292, 0.703636361794038, 0.377272723750635, 0.604545455087315, 0.280909088863568, 0.710909084840254, 0.532727268609134, 0.250909088687463, 0.619999991221861, 0.352727269584482, 1.32272725755518, 0.146363636986776, 0.141818182034926, 0.47181818431074, 0.375454542311755, 0.145454545928673, 0.150909091599963, 0.177272727543657, 0.236363637853752, 0.558181808753447, 0.239090910858729, 0.209090908819979, 0.355454542420127, 0.738181824033911, 0.221818180246787, 0.249999998645349, 0.270909091288393, 0.268181818452748, 0.634545456279408, 0.295454545454545, 0.518181819807399, 0.328181818127632, 0.186363638124683, 0.23090908811851, 0.592727276411923, 0.508181818506934, 1.27818180214275, 0.658181819048795, 0.220000000162558, 0.163636363704096, 0.264545453712344, 0.542727269909599, 0.199090911583467, 0.17818181487647, 0.281818185340274, 0.267272729765285, 0.330909090963277, 0.30636363747445, 0.827272732149471, 0.233636360276829, 0.211818183010275, 0.284545454111966, 0.248181815851818, 0.15272727270018, 0.140909091992812, 0.642727280204946, 0.187272727489471, 0.162727273153988, 0.987272723154588, 0.59636363658038, 1.02636364102364, 0.393636364828457, 0.190909090028568, 0.196363636377183, 0.329999998211861, 0.202727270227942, 0.889090903780677, 0.83272726427425, 1.15636362812736, 0.192727272483436, 0.776363630186428, 0.798181820999492, 0.495454549789429, 0.268181817098097, 0.20090909099037, 0.423636363311247, 0.458181817423214, 0.301818181167949, 0.15181818198074, 0.169999999756163, 0.297272730957378, 0.490909088741649, 0.999090899120678, 0.211818180300973, 0.657272720878774, 0.236363639208404, 0.197272727435285, 0.215454543178732, 0.194545455954292, 0.535454546863383, 0.743636358867992, 0.363636366345666, 0.213636364449154, 0.773636357350783, 0.369999999349768, 0.717272720553658, 0.646363634954799, 0.298181822354143, 0.233636364340782, 0.72818181460554, 0.280909089879556, 0.389090906489979, 0.19454545324499, 0.204545451836152, 0.218181815337051, 0.321818181059577, 0.407272729006681, 0.342727271670645, 0.220000004226511, 0.16454545611685, 0.730000000447035, 0.27545454827222, 0.162727273831313, 0.553636361252178, 0.436363634738055, 0.912727269259366, 0.187272726812146, 0.383636362173341, 0.158181820742109, 0.190909091721882, 0.171818182549693, 0.281818183985623]] ['tcdc_ea2_1 outliers', 616, [0.268181818452748, 0.340000002221628, 0.611818182197484, 0.190909091721882, 0.357272731986913, 0.23363636163148, 0.166363637217067, 0.59636363658038, 0.165454545142976, 0.245454547080127, 0.27272726866332, 0.17272727530111, 0.173636363988573, 0.668181809512052, 0.487272725694559, 0.182727271182971, 0.260909088633277, 0.26090909269723, 0.195454545996406, 0.178181817585772, 0.283636362715201, 0.319090912287885, 0.436363638463345, 0.374545453624292, 0.196363639425148, 0.212727276439017, 0.223636364733631, 0.23636363514445, 0.254545455629175, 0.201818179677833, 0.530909091234207, 0.169090910052711, 0.156363635239276, 0.292727272618901, 0.192727273668755, 0.429090907627886, 0.210909088565545, 0.309999996965582, 0.222727271643552, 0.298181825063445, 0.331818182360042, 0.233636362986131, 0.177272728220983, 1.14818181232973, 0.599090912125327, 0.263636364178224, 0.899090913209048, 0.159090909090909, 0.443636363202875, 0.316363639452241, 0.223636364394968, 0.16818182034926, 0.23545454307036, 0.415454542095011, 0.149090909822421, 0.663636364720084, 1.04727273095738, 0.244545452974059, 0.149090910499746, 0.177272728898309, 0.281818182630972, 0.264545455574989, 0.207272726703774, 0.168181818317283, 0.158181818371469, 0.249090907248584, 2.37000001560558, 0.329999999566512, 0.389999996532093, 0.179090911014514, 0.373636359518225, 0.308181820945306, 0.309090910987421, 0.254545456814495, 0.311818181452426, 0.206363637338985, 0.162727274339307, 0.293636368079619, 0.163636364042759, 0.213636363094503, 0.17818181860176, 0.35636363720352, 0.62000000205907, 0.527272728356448, 0.14818181774833, 0.173636362633922, 0.23272727091204, 0.688181817531586, 0.410000000826337, 1.18545456366106, 0.175454546782103, 0.22000000287186, 0.24454545432871, 0.276363635605032, 0.58272726427425, 0.163636364042759, 0.522727272727273, 0.167272726581855, 0.155454546890476, 0.18727272613482, 0.239090908657421, 0.185454547405243, 0.174545456739989, 0.243636364286596, 0.658181819048795, 0.322727273810994, 0.369090912016955, 0.439090908081694, 0.804545456712896, 0.329999995502559, 0.180909092453393, 0.772727267308669, 0.20999999852343, 0.319999998266047, 0.175454544072801, 0.435454539277337, 0.996363628994335, 0.19454545324499, 0.173636365004561, 0.227272728627378, 0.210909088904207, 0.695454548705708, 0.172727273269133, 0.158181818371469, 0.505454541607337, 0.238181818615307, 0.151818179948763, 0.251818180084229, 0.722727271643552, 0.167272728275169, 0.168181819671934, 0.277272730388425, 0.45909091017463, 0.232727272944017, 0.180000000717965, 0.237272729927843, 0.58090909502723, 0.196363638747822, 1.48909091407602, 0.317272726107727, 0.828181819482283, 0.205454547296871, 0.222727270288901, 0.507272727110169, 0.210000000216744, 0.402727267958901, 0.598181812600656, 0.353636366399852, 0.190909091721882, 0.157272726297379, 0.848181811246005, 0.151818180626089, 0.356363637880846, 0.47363636710427, 0.305454548109661, 0.221818180246787, 0.172727269035849, 0.590000000866977, 0.372727273540063, 0.307272724129937, 0.565454545346173, 0.350909092209556, 1.15000000866977, 0.747272732582959, 0.152727275070819, 0.490000001408837, 0.743636364286596, 0.149090906774456, 0.649999992413954, 0.210000000555407, 0.423636363311247, 0.32272726974704, 0.212727270851081, 0.250909089872783, 0.222727272998203, 0.235454545779662, 0.251818178729578, 0.539999999783256, 0.395454542711377, 0.232727271928029, 0.275454546917569, 0.330909090963277, 0.45272726633332, 0.621818179433996, 0.149090907451781, 0.631818168542602, 0.233636366203427, 0.167272726243193, 0.784545464949174, 0.178181819617748, 0.720909094268625, 0.680000001733953, 0.204545454545455, 0.207272726365111, 0.300000005147674, 0.174545454708013, 1.18272726102309, 0.814545452594757, 0.439999997615814, 0.195454544641755, 0.179999999701977, 0.228181817992167, 0.763636353341016, 0.313636365261945, 0.580909092317928, 0.149999999864535, 0.255454544993964, 0.546363630078056, 0.257272732528773, 0.270909093997695, 0.369999997995117, 0.280000001192093, 0.169999999078837, 0.209999998862093, 1.21000000021674, 0.152727275409482, 0.175454546782103, 0.573636358434504, 2.08090914379467, 0.542727266522971, 0.203636363148689, 0.257272724400867, 0.187272729521448, 0.216363633559509, 0.23909090730277, 0.194545454599641, 0.168181819333272, 0.58909090811556, 0.4390909075737, 0.262727278200063, 0.585454539819197, 0.305454542691057, 0.214545454491268, 0.680909091776068, 0.338181814009493, 0.478181809186935, 0.191818182441321, 0.215454544533383, 0.195454542609778, 2.12272727489471, 0.150000001896511, 0.346363636580381, 0.236363638531078, 0.150909092615951, 0.402727279134772, 0.165454545481638, 0.606363637542183, 0.169090907343409, 0.320909092372114, 0.189090909605676, 0.451818179000508, 0.157272728329355, 0.215454544533383, 0.170000001110814, 0.276363635605032, 0.632727273485877, 0.228181816976179, 0.269090907140212, 0.1509090912613, 0.20727272873575, 0.340000003576279, 0.336363642053171, 0.218181816014377, 0.685454536568035, 0.242727274921807, 0.826363639398055, 0.226363636553288, 0.252727270126343, 0.238181819969958, 0.184545455669815, 0.168181816285307, 0.298181817612865, 0.311818185177716, 0.402727272022854, 0.428181823004376, 0.716363622383638, 0.179090909998525, 0.200000004334883, 0.285454540767453, 0.257272727787495, 0.252727271480994, 0.436363634568724, 0.391818182034926, 1.29454544999383, 0.177272726189006, 0.388181815093214, 0.492727272551168, 0.224545453082431, 0.169090909714049, 0.229090909388932, 0.166363636878404, 0.950909088958393, 2.34909090128812, 0.332727273756807, 0.427272727543657, 0.198181820186702, 0.184545453637838, 1.07090908830816, 0.148181819102981, 0.470909086140719, 0.893636362119155, 0.828181819482283, 0.182727271860296, 0.52636364644224, 0.250909090042114, 0.257272732528773, 0.247272727164355, 0.265454546971755, 0.250909091396765, 0.183636363765055, 0.271818180653182, 0.25454545495185, 0.589999990029769, 0.452727271751924, 0.213636362417178, 1.01909090172161, 0.470909092913974, 0.160909090360457, 0.160909093577753, 0.206363637338985, 0.629090901125561, 0.183636366305026, 1.03818181157112, 0.240000000054186, 0.400909090583975, 0.309090906246142, 0.168181819671934, 0.551818178458647, 0.675454544072801, 0.173636362633922, 0.160909093916416, 0.258181818168272, 0.206363633952358, 0.158181818371469, 0.200909087434411, 0.166363637725061, 0.500909090042114, 0.218181816691702, 0.521818177266554, 1.55181818658655, 0.185454547405243, 0.860909085382115, 0.199999998238954, 0.978181801059029, 0.384545444087549, 0.300909093835137, 0.254545450210571, 0.744545443491502, 0.28727272559296, 0.289090908217159, 0.158181818371469, 0.209090907465328, 0.399999996477907, 0.158181817694144, 0.199090908196839, 0.192727273838087, 0.292727273973552, 0.424545454708013, 0.779090911149979, 0.249090909957886, 0.858181817965074, 0.206363637338985, 0.320000003684651, 0.190909091383219, 0.37090908668258, 0.37727273052389, 0.15181818198074, 0.301818178458647, 0.277272725647146, 0.64272727207704, 0.283636362037875, 0.195454545996406, 0.189090910283002, 0.172727269543843, 0.170000000433488, 0.253636364909736, 0.322727271101692, 0.224545453082431, 0.239090910689397, 0.166363638233055, 0.190909091721882, 0.43818181685426, 0.180000003596598, 0.158181818032807, 0.159999998117035, 0.240909089249643, 0.353636362335899, 0.281818182630972, 0.45818181200461, 0.255454549735243, 0.26909091188149, 0.54000000520186, 0.440909084948626, 0.229090908711607, 0.454545454545455, 0.158181819048795, 0.264545457606966, 0.149999999864535, 1.42818179997531, 0.607272730632262, 0.399090910499746, 0.188181819563562, 0.167272727597844, 0.468181816014377, 0.600000002167442, 0.150909091938626, 0.534545440565456, 0.303636365316131, 0.54999999972907, 0.239090908657421, 0.279090909795328, 0.165454545481638, 0.426363631574945, 0.155454544181173, 0.247272729873657, 0.504545452919873, 1.05727272142063, 1.39727272770622, 0.22818181833083, 0.289090909741142, 1.64999999783256, 0.208181818777865, 0.884545450860804, 0.278181818398562, 0.356363640590148, 0.341818183660507, 0.208181818100539, 0.277272728525779, 0.236363634805788, 0.187272727489471, 0.291818183931437, 0.476363635875962, 0.153636366128922, 0.257272727110169, 0.175454542887482, 0.387272725389762, 0.182727273214947, 0.868181816556237, 0.259999998591163, 0.469090904024514, 0.217272725972262, 0.186363634907387, 0.374545459720221, 0.179090910337188, 0.215454546904022, 0.378181813792749, 0.203636365180666, 0.174545452676036, 0.450909094376997, 0.159999999810349, 0.202727271413261, 0.421818180517717, 0.952727263624018, 0.186363634738055, 0.496363631703637, 1.48818182945251, 0.186363638124683, 0.300909089093859, 0.162727271291343, 0.311818178404461, 0.381818180734461, 0.24272727153518, 0.27000000260093, 0.178181817585772, 0.259999995881861, 0.224545454437082, 0.318181819536469, 0.469090902669863, 0.159999999133023, 0.224545455791733, 0.307272726839239, 0.230000005526976, 0.248181820593097, 0.198181816800074, 0.961818174882369, 0.195454542609778, 0.184545457363129, 0.174545454708013, 0.243636362931945, 0.196363636377183, 0.25999999452721, 0.185454545373266, 0.177272727543657, 0.536363643678752, 0.336363631893288, 0.442727273160761, 0.267272725024007, 0.540909100662578, 0.722727274352854, 1.68000001257116, 0.168181818994609, 0.192727271128785, 0.159999998625029, 0.284545454789292, 0.250909092751416, 0.202727273106575, 0.236363635821776, 0.283636362715201, 0.218181817369028, 0.302727272564715, 0.303636365316131, 0.295454546131871, 0.258181821216236, 0.28363636136055, 0.166363637555729, 0.396363639018752, 0.219090907749805, 0.313636363907294, 0.245454547080127, 0.329090911556374, 0.189090908928351, 0.637272720987147, 0.394545452161269, 1.18000000173395, 0.18181818283417, 0.300909091125835, 0.803636361252178, 0.528181810270656, 0.200909088619731, 0.24363636225462, 1.42000000043349, 0.1690909110687, 1.01636363972317, 0.577272725376216, 0.162727273323319, 0.269999998536977, 0.181818181818182, 0.149999999187209, 0.510909087278626, 0.156363638456572, 0.345454547215592, 0.708181809295307, 0.225454547188499, 0.201818178323182, 0.172727276655761, 0.357272725213658, 0.27090908722444, 0.389090907167305, 0.175454545427452, 0.26909090443091, 0.188181820240888, 0.155454544181173, 0.169090909036723, 0.342727277766575, 0.175454546782103, 1.59727271036668, 0.161818181926554, 0.267272722314705, 0.624545449560339, 0.937272727489471, 0.168181818994609, 1.17909089001742, 0.343636366454038, 0.343636361374096, 0.184545454315164, 0.292727273634889, 0.870909089391882, 0.520909081805836, 0.188181818886237, 1.07636364617131, 0.300909087061882, 0.248181818222458, 0.604545456780629, 0.148181821134957, 0.526363630186428, 0.204545453190804, 0.368181813846935, 0.166363637555729, 0.362727270884947, 0.489999993280931, 0.645454544912685, 0.25727272846482, 0.158181818032807, 0.34454545378685, 0.309999998320233, 0.345454543828964, 0.836363629861312, 0.289999997073954, 0.178181818263097, 0.366363633762706, 0.478181814605539, 0.184545453976501, 0.176363638178869, 0.502727264707739, 0.510909099470485, 0.964545450427315, 0.597272723913193, 0.436363640156659, 0.245454545725476, 0.401818177916787, 0.159090909090909, 0.285454540767453, 0.205454550006173, 0.501818186857484, 0.279090913859281, 0.15454545549371, 0.172727272253145, 0.405454548922452, 0.202727275138552, 0.486363629048521, 0.601818183606321, 0.1509090912613, 0.154545455663042, 0.151818181134083, 0.257272727787495, 0.539090909741142, 0.319090909578583, 0.158181818371469, 0.242727274244482, 0.303636364808137, 0.16454545611685, 0.238181820647283, 0.554545445875688, 0.478181811896237, 0.150000000880523, 0.248181817883795]] ['tcdc_ea3_1 outliers', 679, [0.216363634575497, 0.496363637122241, 0.291818185286088, 0.202727271751924, 0.235454547811638, 0.910909081047231, 0.161818183281205, 0.389999997886744, 0.352727277712388, 0.476363631812009, 0.180909093130719, 0.206363633952358, 0.229090914807536, 0.228181817992167, 0.252727275544947, 0.393636367537759, 0.959090904756026, 0.308181815526702, 0.27090909332037, 0.405454545535824, 0.686363638124683, 0.119090909476985, 0.239090910012072, 0.20545454221693, 0.15181818198074, 0.276363633573055, 0.190909089012579, 0.418181818317283, 0.132727275517854, 0.743636353449388, 0.285454545508732, 0.184545451944525, 0.190000000325116, 0.340909090231765, 0.654545452107083, 0.449999998916279, 0.148181817071004, 0.678181816231121, 0.310909089716998, 0.407272729006681, 0.265454542907802, 0.265454544262453, 0.201818184419112, 0.175454545766115, 0.388181813738563, 0.131818182089112, 0.596363633871078, 0.45909091017463, 0.327272729440169, 0.13909090784463, 0.288181816989725, 0.210909091613509, 0.224545455114408, 0.188181818886237, 0.19090909036723, 0.134545453570106, 0.415454548190941, 0.197272728789936, 0.371818176724694, 0.416363634846427, 1.03545454415408, 1.03181820024144, 0.374545461752198, 0.298181812194261, 0.261818184093996, 0.17181818339635, 0.260909089310603, 0.122727273201401, 0.374545452269641, 0.178181817585772, 0.172727273269133, 0.182727272198959, 0.161818181926554, 1.54090909524397, 0.237272722307931, 0.171818182549693, 0.129090908914804, 0.130909090523015, 0.329999999905174, 0.179999999024651, 0.193636364557526, 0.321818181059577, 0.700909080830487, 0.333636359734969, 0.281818180598996, 0.778181807561354, 0.244545452974059, 0.248181820254434, 0.1345454540781, 0.152727271345529, 0.34454545988278, 0.29454545405778, 0.288181819699027, 0.306363634087823, 0.54636363549666, 0.119090908799659, 0.372727280313318, 0.23363636163148, 0.169090910052711, 0.230000000108372, 0.155454545535825, 0.182727271860296, 0.120909090746533, 0.180909091098742, 0.219090908765793, 0.309999999674884, 0.130000001835552, 1.14454545216127, 0.199090908704834, 0.229999998923052, 0.349090909416025, 0.165454546836289, 0.565454543991522, 0.114545454186472, 0.327272727408192, 0.136363637040962, 0.363636360927062, 0.95454544912685, 0.196363634683869, 0.231818181885914, 0.222727275199511, 0.714545434171503, 0.20363636568866, 0.207272728227756, 0.727272738109935, 0.337272728031332, 0.366363629698753, 0.348181816664609, 0.670909079638394, 0.126363636417822, 0.179090908305211, 0.113636364991015, 0.229999996044419, 0.598181816664609, 0.279090907086026, 1.61000000346791, 0.146363635970788, 0.13363636335866, 0.248181815851818, 0.407272726297379, 0.172727272591808, 0.312727272510529, 0.465454549951987, 0.47909089922905, 0.142727274617011, 0.199090908196839, 0.41909089887684, 0.389999999918721, 0.113636363636364, 0.263636365532875, 0.276363632387736, 0.374545459042896, 0.12363636510616, 0.159090908752246, 0.180000000379302, 0.402727272361517, 0.529999995773489, 0.130909092385661, 0.115454545244575, 0.276363636959683, 0.773636368187991, 0.345454549247568, 1.57272724671797, 1.1709090904756, 0.152727272022854, 0.156363636255264, 0.197272725403309, 0.422727263786576, 0.625454547730359, 0.122727273032069, 0.151818180118095, 0.116363636980003, 0.269999999891628, 0.185454547405243, 0.142727272415703, 0.698181816122749, 0.260000000284477, 0.383636362850666, 0.161818180910566, 0.445454540577802, 0.260909089310603, 0.115454544397918, 0.618181815201586, 0.174545454030687, 1.18818180669438, 1.28636363419619, 0.195454543287104, 0.424545454708013, 0.496363631703637, 0.199999998916279, 0.365454545752569, 0.566363640806892, 0.775454545562917, 0.24636363576759, 1.1036363677545, 0.197272724725983, 0.134545454924757, 0.271818179637194, 0.143636362627149, 0.817272717302496, 0.117272725159472, 0.15000000054186, 0.467272725972262, 0.114545455541123, 0.741818178783764, 0.228181817314842, 0.343636367131363, 0.217272725972262, 0.248181812465191, 0.117272727530111, 0.226363637907939, 0.215454545888034, 0.169999999756163, 1.27545454827222, 0.201818183064461, 0.252727272835645, 0.501818188212135, 1.27454546364871, 0.139090909199281, 0.170909090475603, 0.118181819096208, 0.137272727760402, 0.153636362064968, 0.267272726378658, 0.123636363751509, 0.123636363582178, 0.17272727293047, 0.123636363074183, 0.216363635930148, 0.436363636092706, 0.179090910675851, 0.381818183443763, 0.181818179786205, 0.309090910987421, 0.167272727767175, 0.19545454768972, 0.126363637433811, 0.12090909159319, 0.117272728884762, 0.173636360940608, 0.458181821487167, 0.178181817585772, 0.112727273255587, 0.409999999133023, 0.155454544689168, 0.193636361848224, 1.56090910868211, 0.199999998916279, 0.250909088687463, 0.251818180084229, 0.262727271426808, 0.130000000142238, 0.191818180409345, 0.786363639614799, 0.299090912396258, 0.143636363643137, 0.76999998295849, 0.265454545617104, 0.236363638531078, 0.408181813630191, 0.140909090638161, 0.120000000027093, 0.182727274569598, 0.566363640468229, 0.129090907052159, 0.120000000027093, 0.442727265032855, 0.173636364665898, 0.465454535050826, 0.756363624876196, 0.147272725674239, 0.119090908630328, 1.37545455585827, 0.345454543828964, 1.51909090172161, 0.139090908521956, 0.161818180910566, 0.421818180517717, 0.199090909212828, 0.186363637447357, 0.129090907390822, 0.539999988946048, 0.49454545432871, 0.348181819373911, 0.370909086174586, 0.209090909497304, 0.1509090912613, 0.25363636423241, 0.288181822408329, 0.220000000331889, 0.460909077728337, 1.31545453721827, 0.370000000027093, 0.400909093631939, 0.149090912023729, 0.157272730022669, 0.123636363074183, 0.323636359789155, 0.114545454355803, 0.246363639831543, 1.01272727142681, 1.40454545888034, 0.129999998618256, 0.119999998503111, 0.137272727760402, 0.239999997344884, 0.15181818198074, 0.148181818256324, 0.301818178458647, 0.216363637115468, 0.150909094647928, 0.117272725159472, 0.495454545725476, 1.27000000801953, 0.129090910438787, 0.260000001300465, 0.232727274298668, 0.120909090069207, 0.136363635686311, 0.211818180300973, 0.354545448991385, 0.150000000203198, 0.25363636423241, 0.389999996532093, 0.156363637779247, 0.625454542311755, 0.189090908081694, 0.145454544912685, 0.203636361116713, 0.155454547567801, 0.469999993389303, 0.978181817314842, 0.286363636905497, 0.319090912287885, 0.151818180626089, 0.153636364096945, 0.396363635632125, 0.664545445279642, 0.14909090846777, 0.371818187561902, 0.522727274081924, 0.132727272300558, 0.175454544750127, 0.719090903347189, 0.196363638747822, 0.249999997968023, 0.150909091091969, 0.145454545928673, 0.388181815093214, 0.116363634778695, 0.210000001232732, 1.03454545953057, 0.293636366724968, 0.318181819536469, 0.526363643732938, 0.829090906815095, 0.269999999891628, 0.292727276682854, 0.17727273025296, 0.753636362877759, 0.142727274109017, 0.496363634412939, 0.503636365587061, 0.181818185204809, 0.400909090583975, 0.268181819807399, 0.617272712967613, 0.499999997290698, 0.174545453353362, 0.440909090367231, 0.129090909253467, 0.251818179406903, 1.03181818398562, 0.250909092074091, 0.278181819753213, 0.477272725918076, 0.60090908408165, 0.325454544614662, 0.381818182089112, 0.252727274190296, 0.344545456496152, 0.806363642215729, 0.209090906110677, 0.194545455954292, 0.240909091450951, 0.430909093469381, 0.51363635875962, 0.986363622275266, 0.378181812776761, 0.209090911529281, 0.654545456171036, 0.192727273160761, 0.186363637447357, 0.185454544357278, 0.328181818127632, 0.220000001517209, 0.145454545590011, 0.391818182034926, 0.452727270397273, 0.283636365424503, 0.160909090529789, 0.209090910851955, 0.341818185015158, 0.127272727475925, 0.220909092913974, 0.167272727259181, 0.291818178512833, 0.648181812329726, 0.139090908521956, 0.23909090730277, 1.75181815840981, 0.18363636427305, 0.381818184121089, 0.504545452919873, 0.258181812411005, 0.139999999918721, 0.150909091938626, 0.121818181635304, 0.154545455155048, 0.697272719307379, 0.148181819102981, 0.115454544567249, 0.399090905081142, 1.20999998396093, 0.172727271914482, 0.133636363189329, 0.162727276032621, 0.365454546429894, 0.416363636201078, 1.48363636840474, 0.490909088741649, 0.170909091491591, 0.133636362512003, 0.181818184527484, 0.133636364205317, 0.11636363545602, 0.399090909145095, 0.25636364011602, 0.305454546077685, 0.170000001110814, 0.620000004768372, 0.122727273540063, 0.163636364042759, 0.751818174665624, 0.139999997886744, 0.200000000948256, 0.116363635117357, 0.259090905839747, 0.483636364340782, 0.927272715351798, 1.77272729440169, 0.162727272307331, 0.382727273485877, 1.84454544024034, 0.129999999972907, 0.231818185611205, 0.32818181541833, 0.112727270884947, 0.224545451219786, 0.612727273594249, 0.1690909110687, 0.288181821731004, 0.26636363836852, 0.265454542907802, 0.11272727240893, 0.174545456062664, 0.316363633356311, 0.127272727814588, 0.199090907519514, 0.634545456279408, 0.199090910228816, 0.291818181222135, 0.211818178946322, 0.122727273540063, 0.950909086926417, 0.157272729345343, 0.15181818198074, 0.165454548021609, 0.20000000145625, 0.193636360662905, 0.886363630945032, 0.597272726622495, 0.665454542095011, 0.31454545665871, 0.325454543260011, 0.155454542826522, 1.30909089066766, 0.197272730991244, 0.136363639580933, 0.27272726866332, 0.285454543815418, 0.201818182048472, 0.139090908521956, 0.193636363202875, 0.250909088687463, 0.111818183213472, 0.12454545345496, 0.905454554341056, 0.387272726405751, 0.195454546673731, 0.590000008994883, 0.565454551442103, 0.239090909334746, 0.15818181972612, 0.490000004118139, 0.338181816718795, 0.230909092859788, 0.160909089852463, 0.322727273810994, 0.180909093130719, 0.120909091762521, 0.570909082889557, 0.128181815655394, 0.199090906842188, 0.25727272846482, 0.406363634223288, 0.249090912667188, 0.585454547947103, 0.216363638300787, 0.123636363582178, 0.26636363836852, 0.134545454586094, 0.137272729453715, 0.38000000031157, 0.130909090523015, 0.171818181872368, 0.624545454978943, 0.434545453299176, 0.24636363458227, 0.38090908866037, 0.15000000172718, 0.187272727489471, 0.541818179867484, 0.249090906063264, 0.130909090692347, 0.205454544587569, 0.391818188130856, 2.44909089261835, 0.473636358976364, 0.417272728952495, 0.194545452906327, 0.127272727475925, 0.182727269150994, 0.152727275409482, 0.24454545432871, 0.170000000433488, 0.193636363202875, 0.57272726839239, 0.807272718711333, 0.410909086465836, 0.150000002573837, 0.138181818479841, 0.20909091017463, 0.332727272402156, 0.409999996423721, 0.155454547567801, 0.219999999485233, 0.283636366779154, 0.520000001246279, 0.322727272456343, 0.277272728356448, 0.275454542853615, 0.363636367022991, 0.126363637095148, 0.141818182373589, 0.352727272293784, 0.638181813738563, 0.589999995448373, 0.628181817856702, 0.414545452052897, 0.220000003549186, 0.269999999383634, 0.154545455832373, 0.571818186478181, 1.67909091711044, 0.211818183518269, 0.199090907519514, 0.174545452676036, 0.169090909036723, 0.23363636163148, 0.200000001625581, 0.235454544425011, 0.203636361794038, 0.432727269150994, 0.359999998049303, 0.430909095840021, 0.20545454594222, 0.161818180571903, 0.119999999349768, 0.165454546836289, 0.154545454139059, 0.170000001788139, 0.147272728383541, 0.119999999349768, 0.340909088199789, 0.197272727435285, 0.149090907451781, 0.342727268284017, 1.02090909806165, 0.130909092724323, 0.130909091369672, 0.25818181308833, 0.182727272537622, 0.159999999133023, 0.205454544079575, 1.5909091017463, 0.16090909069912, 0.691818168217486, 0.235454544425011, 0.624545460397547, 0.121818182820624, 0.128181818364696, 0.245454547080127, 0.212727271697738, 0.632727276195179, 0.25545454567129, 0.301818179813298, 0.742727279663086, 0.869090902534398, 0.628181817856702, 0.274545451964844, 0.193636361848224, 0.15272727270018, 0.278181818398562, 0.120000000535087, 0.118181818080219, 0.210000001571395, 0.171818181872368, 1.43090908093886, 0.336363632570614, 0.542727267200297, 0.163636363026771, 0.364545459097082, 0.220909088850021, 0.510909094051881, 0.68090909448537, 0.158181815662167, 0.454545451836153, 0.153636363419619, 0.250000002709302, 0.230000000108372, 0.179090910337188, 0.225454545833848, 0.130000000650232, 0.480909090150486, 0.322727273133668, 0.156363635577939, 0.13454545289278, 0.123636362566189, 0.152727275409482, 0.259999997236512, 0.198181819509376, 0.17454545436935, 0.441818180409345, 0.130909090692347, 0.32000000233, 0.291818186640739, 0.148181818425655, 0.631818186153065, 0.148181818086993, 0.119090909984979, 0.118181818588213, 0.288181816989725, 0.526363633573055, 0.117272727530111, 0.430909087712115, 0.143636362457817, 0.416363636878404, 0.175454546782103, 0.195454543456435, 0.428181813521819, 0.136363637718287, 0.209090907465328, 0.171818181703036, 0.745454544370825, 0.594545445658944, 0.427272734316913, 0.285454550927336, 0.214545457369902]] ['tcdc_ea4_1 outliers', 657, [0.172727277163755, 0.720909091559323, 0.14272727207704, 0.162727272138, 0.459090904756026, 0.299999997189099, 0.566363640806892, 0.68363636190241, 0.350909085436301, 0.655454551631754, 0.123636362904852, 0.113636364991015, 0.213636364449154, 0.121818181465973, 0.485454548488964, 1.8227272792296, 0.411818184635856, 0.223636365749619, 0.271818185394461, 0.139090909537944, 0.214545461433855, 1.51909089884297, 0.118181817064231, 0.329090909355066, 0.233636362308806, 0.557272726161913, 0.258181819861585, 1.32909088784998, 0.179090908643874, 0.281818181276321, 0.16818182034926, 0.232727273960005, 0.33909090811556, 1.00272727148099, 0.387272731824355, 0.134545453570106, 0.490909087386998, 0.317272728139704, 0.119999999349768, 0.141818183220246, 0.276363636959683, 0.189090908928351, 0.386363636363636, 0.12545454654504, 0.174545456062664, 0.245454543693499, 0.374545452269641, 0.123636363074183, 0.346363634548404, 1.00727274201133, 0.23818182267926, 0.116363637149334, 0.194545458324931, 0.252727270803668, 0.133636363019997, 0.343636362220753, 0.476363637230613, 0.362727269530296, 0.122727272862738, 0.54000000520186, 0.637272729115053, 0.808181814172051, 0.122727274217389, 0.429090900854631, 1.01818180626089, 0.369999995285814, 0.120000001043081, 0.119090907614339, 0.121818182651292, 0.210000000386076, 0.179090911183845, 0.770909092643044, 0.185454544695941, 0.168181818655946, 0.344545459544117, 0.202727273106575, 0.529090907086026, 0.146363635970788, 1.46181819113818, 0.199090908196839, 0.297272725877437, 0.12363636392084, 0.144545455378565, 0.149090910838409, 0.118181817741557, 0.128181819719347, 0.199999999762936, 0.859999998049302, 0.226363639939915, 0.148181819441644, 0.12727272933857, 0.170909089798277, 0.483636358922178, 0.423636357892643, 0.14818181774833, 0.165454546158964, 0.622727266766808, 0.41181817650795, 0.643636372956363, 0.246363637122241, 0.467272720553658, 0.625454546375708, 0.906363638964566, 0.580000004985116, 0.389090909199281, 0.156363634900613, 0.290909093889323, 0.118181817910888, 0.171818181195042, 0.401818180626089, 0.400909094647928, 0.154545453461734, 0.385454540902918, 0.128181817856702, 0.169090911238031, 0.95999999479814, 0.136363636363636, 0.294545456767082, 0.15000000054186, 0.159090908074921, 0.215454543856057, 0.343636358326132, 0.451818180355159, 0.216363636438142, 0.138181818479841, 0.118181816217574, 0.315454544330185, 0.558181814172051, 0.1699999994175, 0.369090906598351, 0.218181820416992, 0.177272728559646, 0.150909092615951, 0.198181819170713, 0.146363638002764, 0.385454542257569, 0.246363637122241, 0.121818181465973, 0.348181816664609, 0.15636363693259, 0.757272731174122, 0.237272727218541, 0.202727273106575, 0.121818182820624, 0.580909084190022, 0.182727271182971, 1.651818188754, 0.167272728613832, 0.179999998347326, 0.391818180680275, 0.136363635686311, 0.367272723804821, 0.350000002167442, 0.145454546944662, 0.157272726636041, 0.241818182847717, 0.38545454361222, 0.261818178675391, 0.315454543314197, 0.378181814470074, 0.620909090069207, 0.159090908413584, 0.514545454220338, 0.507272716272961, 0.273636358028108, 0.570909093726765, 0.115454546768557, 0.114545453678478, 0.223636364902962, 0.285454544492743, 0.746363645250147, 0.181818183172833, 0.124545454978943, 0.337272725999355, 0.249999996105378, 0.382727270776575, 1.02636363289573, 0.50363636423241, 0.130909092724323, 0.166363636709072, 0.235454545779662, 0.211818181994286, 0.345454542474313, 0.116363635286689, 0.19909090955149, 0.204545455900106, 0.350909092209556, 0.509999996220524, 0.186363635076718, 0.601818180897019, 0.148181818594987, 0.599090895869515, 0.182727273214947, 1.20454546538266, 0.454545454545455, 0.1890909075737, 0.543636351823807, 0.188181818547574, 0.15363636477427, 0.386363634670323, 0.749090909957886, 0.960909082130952, 0.199090910228816, 0.582727275111458, 0.13999999856407, 0.489999997006221, 0.300000003115697, 0.797272714701566, 0.159090910784223, 0.177272726189006, 0.126363636417822, 1.04272725365379, 0.132727270437913, 0.202727271074598, 0.472727271643552, 0.144545454193245, 0.153636363419619, 0.237272729927843, 0.446363633329218, 0.674545453353362, 0.135454546321522, 0.309090908278118, 0.41818182034926, 0.839090910824862, 0.114545454355803, 0.127272725782611, 0.132727272808552, 0.333636367862875, 0.520909089933742, 0.35999999534, 0.155454545535825, 0.116363636472008, 0.346363632516427, 0.254545458338477, 0.170909088782289, 0.16909090869806, 0.273636369203979, 0.293636365370317, 0.17999999767, 0.16727272590453, 0.248181816867807, 0.539999999783256, 0.129090908068148, 0.257272725755518, 0.161818181926554, 0.197272727773948, 0.411818177185275, 1.31545455618338, 0.379090907898816, 0.194545456631617, 0.130909092385661, 0.277272729711099, 0.119090909815647, 0.222727270288901, 0.140909091484818, 0.34272727234797, 0.285454545847394, 1.08181819590655, 0.176363636146892, 0.221818185665391, 0.486363638531078, 0.308181820945306, 0.195454543964429, 0.253636361523108, 0.767272724346681, 0.313636361197992, 0.463636365803805, 0.129090910269455, 0.443636368282817, 0.218181816691702, 0.339090910824862, 1.13909091190858, 0.460909086194905, 0.146363634954799, 1.30818180062554, 0.144545452161269, 0.25545454567129, 0.163636362349445, 0.267272725193338, 0.275454547594894, 0.385454544966871, 0.619999992576512, 0.129999999295581, 0.129999999972907, 0.137272726744413, 0.263636360283602, 0.180909094993364, 0.139090907167305, 0.130000002004884, 0.157272728329355, 0.679999988187443, 0.356363637034189, 0.190000004389069, 0.258181816136295, 0.14272727326236, 0.155454546890476, 0.56727273254232, 1.4518181735819, 0.206363635984334, 0.239999997344884, 0.168181818317283, 0.339090907438235, 0.123636363074183, 0.457272721962495, 0.289090909741142, 0.119090908630328, 0.454545450481501, 0.486363631757823, 0.14727272584357, 0.301818181167949, 0.748181814497167, 0.406363633545962, 0.161818182603879, 0.281818183985623, 0.252727274867621, 0.156363636763258, 0.339090905406258, 0.48818181285804, 0.671818172389811, 0.759999995881861, 0.150909090583975, 0.136363633485003, 0.356363637880846, 0.200909091329033, 0.719090906733816, 0.150000001219186, 0.141818180680275, 0.142727274109017, 0.16272727467797, 0.499090908603235, 0.170909089967608, 0.341818188063123, 0.136363637379625, 0.334545456889001, 0.176363635808229, 0.720909099687229, 0.286363638260148, 0.328181814741005, 0.310909087177027, 0.113636363297701, 0.292727273296226, 1.0372727188197, 0.197272727773948, 0.898181816393679, 0.188181821595539, 0.687272719361565, 0.114545453339815, 0.469090908765793, 0.309090908278118, 0.566363616423173, 0.199090908196839, 0.134545454247431, 0.692727270451459, 0.608181817965074, 1.13181817531586, 0.186363635415381, 0.42727273025296, 0.325454545291987, 1.72090910781514, 0.737272728573192, 0.255454544993964, 0.251818184148182, 0.440909093076533, 0.486363637176427, 0.400909093293277, 0.489999993280931, 0.15363636104898, 0.288181822408329, 0.361818178133531, 0.747272724455053, 0.470909099348567, 0.172727271914482, 0.309999996965582, 0.577272724021565, 0.120909089391882, 1.13272726535797, 0.241818181493066, 0.494545458392663, 0.232727272944017, 0.256363638422706, 0.372727270830761, 0.334545456042344, 0.219090910797769, 0.170909092507579, 0.135454546998848, 0.128181816840714, 0.290909093889323, 0.992727274244482, 0.281818178567019, 0.173636365343224, 0.150909092615951, 0.139090910553932, 0.361818183552135, 0.287272725423629, 0.65181818198074, 0.583636360073632, 0.115454546091231, 0.280909093943509, 0.753636371005665, 0.187272727828134, 0.172727271067825, 0.360909093510021, 0.202727277170528, 0.710909098386765, 0.67545454881408, 0.249090909957886, 0.308181815188039, 0.279090908102014, 0.916363640265031, 0.18727272613482, 0.139090909368613, 0.144545454870571, 0.123636364598166, 0.980000005526976, 0.337272726676681, 0.685454541986639, 1.14454544674266, 0.29999999972907, 0.251818186180158, 0.169090911407362, 0.181818182495507, 0.57999999685721, 0.224545453759757, 0.204545457254757, 0.29909090900963, 0.762727271426808, 0.125454546714371, 0.143636363473806, 0.613636360927062, 0.121818182143298, 0.116363636472008, 0.189090912314979, 0.292727275328203, 0.170000001280145, 0.23999999565157, 0.850000002167442, 1.79181818528609, 0.223636364394968, 0.485454548488964, 0.244545451619408, 0.954545454545455, 0.176363638517531, 0.446363638409159, 0.155454545874487, 0.238181819969958, 0.322727275165645, 0.255454542961988, 0.199090912938118, 0.179999999363314, 0.241818180985071, 0.134545453231443, 0.194545453922315, 0.225454544479197, 0.762727279554714, 0.154545453461734, 0.139090908521956, 0.193636364557526, 0.811818173832514, 0.383636362850666, 0.113636363297701, 0.199090908196839, 0.243636365471916, 0.15545454621315, 0.350909095426852, 0.697272723371332, 1.00181818685748, 0.419999999078837, 0.399090905589136, 0.153636361556974, 0.378181823952632, 0.116363636980003, 2.14636362682689, 0.121818182820624, 1.10454545779662, 0.464545456523245, 0.160000001503663, 0.127272727814588, 0.39636363630945, 0.123636364598166, 0.135454546321522, 0.136363634670323, 0.280000002208081, 0.327272726392204, 0.306363636797125, 1.37818180431019, 0.248181819915771, 0.173636364665898, 0.133636362850666, 0.538181825117631, 0.546363635157997, 0.227272727272727, 0.131818181750449, 0.211818182671612, 0.1981818174774, 0.440909093076533, 0.155454544858499, 0.370909093455835, 0.802727265791459, 0.286363636905497, 0.166363636201078, 1.18000000715256, 0.203636361794038, 0.136363636702299, 0.157272728837349, 0.901818183335391, 0.272727267985994, 0.339090910824862, 0.309090913019397, 0.133636362173341, 0.131818183782426, 0.210909090766853, 0.228181815960191, 0.402727272022854, 0.418181816285307, 0.222727274014191, 0.276363635097038, 0.390000003305349, 0.27181817794388, 0.17545454390347, 0.312727279283784, 1.94636362791061, 0.594545451077548, 0.156363633545962, 0.206363637000322, 0.756363624876196, 0.165454547174952, 0.33363636108962, 0.399090911854397, 0.119090910323642, 0.25272727351297, 0.522727270017971, 0.65636363083666, 0.5518181825226, 0.201818181032484, 0.479999996044419, 0.83000001040372, 0.119999997825785, 0.398181820457632, 0.25454545495185, 0.268181820484725, 0.230909087441184, 0.573636371981014, 0.243636365810579, 0.329090909524397, 0.625454542311755, 0.481818182901903, 0.159090908413584, 0.363636366345666, 0.175454545766115, 0.116363635117357, 0.209090908819979, 0.620909089391882, 0.86818180707368, 0.446363631974567, 0.199090908535502, 0.263636365532875, 0.15272727270018, 0.299090905623003, 0.257272729819471, 0.244545453990048, 0.191818180409345, 0.189999999647791, 0.2409090900963, 0.140909091484818, 0.220909090881998, 0.210000003603372, 0.151818183335391, 0.21181818114763, 0.241818180985071, 0.456363638693636, 0.210909090089527, 0.240909090265632, 0.577272729440169, 0.116363636810671, 0.199090905148875, 0.560909089716998, 0.590909093618393, 0.324545452879234, 0.329090910879048, 0.146363636986776, 0.514545459638942, 0.250909089364789, 0.729090910066258, 0.363636362281713, 0.457272724671797, 0.261818181215362, 0.146363636140119, 0.478181824088097, 0.1790909093212, 0.199090910228816, 0.369090914726257, 0.376363634555177, 0.440000007098371, 0.410000000995669, 0.973636375232176, 0.210909091613509, 0.117272725498134, 0.140909089622172, 0.466363639994101, 0.926363624632359, 0.19636363603852, 0.133636361496015, 1.49727272987366, 0.126363635571166, 0.22545454244722, 0.380000002004883, 0.137272727083076, 0.30727272819389, 0.609090908007188, 0.314545452594757, 0.146363637664101, 0.179090908305211, 0.159999999810349, 0.171818181872368, 0.14818181774833, 0.231818180192601, 0.192727272483436, 0.233636362647468, 0.132727274163203, 0.11727272736078, 0.555454544045708, 0.15363636477427, 0.129090908576142, 0.113636363636364, 0.334545455195687, 0.180909090760079, 0.695454543287104, 0.127272727475925, 0.184545453299176, 0.144545453346588, 0.235454547134313, 0.280000003901395, 1.37727271426808, 0.152727273716168, 0.119090908630328, 0.193636363202875, 0.22636363435198, 0.330000000921163, 0.187272725457495, 0.183636362071742, 0.932727274569598, 0.759090908549049, 0.379999999803576, 0.120909090746533, 0.119090911000967, 0.304545454003594, 0.319090908562595, 0.17454545436935, 0.151818180626089, 0.20636363666166, 0.414545449343595, 0.153636362911625, 0.279999999837442, 0.228181817314842, 0.683636367321014, 0.142727274109017, 0.178181816061789]] ['tcdc_ea5_1 outliers', 668, [0.109090908007188, 0.151818181642077, 0.666363640265031, 0.117272727191448, 0.298181823708794, 0.100000000304796, 0.11181818050417, 0.179090910337188, 0.73545454307036, 0.433636364611712, 0.350000000812791, 0.136363635008985, 0.243636362931945, 0.106363636864857, 0.263636360114271, 0.448181818832051, 1.09636363658038, 0.380000000650232, 0.272727269340645, 0.109090908684514, 0.909090906381607, 0.419090913100676, 0.0990909104320136, 0.656363652341745, 0.114545455879786, 0.135454541749575, 0.580000002275814, 0.550909093835137, 0.715454548597336, 0.236363639208404, 0.14272727444768, 0.152727271006866, 0.856363635171543, 0.110909090800719, 0.281818181953647, 0.170909087766301, 0.108181817118417, 0.0981818173419346, 0.179090909659863, 0.359090903943235, 1.02818181839856, 0.119090908630328, 0.174545455385338, 0.369999995285814, 0.170909089798277, 0.304545452648943, 0.197272726927291, 0.154545456171036, 0.850909100337462, 0.296363639899275, 0.189090909605676, 0.104545453732664, 0.123636363582178, 0.389090910553932, 0.221818180246787, 0.2409090900963, 0.196363634514538, 0.165454545820301, 1.21545453505083, 0.140000000596046, 0.123636362904852, 0.279090908440677, 0.211818184703588, 0.290000000460581, 0.14545454423536, 0.545454547147859, 0.704545454545455, 0.213636363094503, 0.304545456035571, 0.295454544099894, 0.248181817206469, 0.650909093293277, 0.115454544397918, 0.110909091139382, 0.728181820024144, 0.244545455683361, 0.1418181813576, 0.512727266008204, 0.312727274373174, 0.319999997588721, 1.30181817574935, 0.142727272415703, 1.7863636450334, 0.185454539954662, 0.14727272702889, 0.120000000027093, 0.248181815174493, 0.252727266909047, 1.08181817965074, 0.135454545305534, 0.321818182414228, 0.158181813460859, 0.202727271751924, 0.696363652294332, 0.470000001517209, 0.363636359572411, 0.188181819563562, 0.26454545930028, 0.606363638727502, 0.1081818186424, 0.140909090638161, 0.115454545075243, 0.195454544641755, 0.303636365316131, 0.693636357784271, 0.370909094810486, 0.188181817023592, 0.599090903997421, 0.13090909103101, 0.20363636450334, 0.27000000260093, 0.110909090123393, 0.128181817856702, 0.108181817626411, 0.106363634663549, 0.109090909023177, 0.829090914943001, 0.156363638287241, 1.61727272380482, 0.33545454625379, 0.22272727384486, 0.412727272645994, 0.322727272456343, 0.118181818249551, 0.1918181785467, 0.345454540442337, 0.340000006793575, 0.145454545082016, 0.12636363607916, 0.286363638598811, 0.133636365559968, 0.139999996870756, 0.442727278579365, 0.572727275165645, 0.394545452838594, 0.820909091017463, 0.125454545529051, 0.112727271731604, 0.189090908589688, 0.213636361739852, 0.357272725890983, 0.383636359464039, 0.138181817463853, 0.141818180849606, 0.203636365011334, 0.576363635334102, 0.528181810270656, 0.220909088850021, 0.756363635713404, 0.150000000880523, 0.33363636108962, 0.131818180395798, 0.101818180727688, 0.228181820024144, 1.32818181406368, 0.34454545378685, 0.185454545373266, 0.526363635605032, 0.293636363846335, 0.14454545605589, 0.112727271900936, 0.357272729277611, 0.287272726947611, 0.157272726297379, 0.460909090258858, 0.1418181813576, 0.139999997886744, 0.139090909199281, 0.360909093510021, 0.110909090123393, 0.342727273702621, 0.206363637338985, 0.603636362335899, 0.855454537001523, 0.448181816800074, 0.177272727543657, 0.47999999739907, 0.114545453509147, 0.261818185448647, 0.400909090583975, 0.229090909727595, 0.151818179610101, 0.139090908860618, 0.125454544682394, 0.70818182555112, 0.134545454247431, 0.47999999739907, 0.619999999349767, 0.344545457850803, 0.183636362918399, 0.110000000081279, 0.184545451097868, 0.292727270586924, 0.43181817910888, 0.400909096002579, 0.136363637718287, 0.193636364557526, 0.12000000205907, 0.170909090814265, 0.143636363643137, 0.263636361807585, 1.12818182598461, 0.480000000108372, 0.250909089364789, 0.282727271318436, 0.419090907682072, 0.251818180084229, 0.113636362620375, 0.889090906489979, 1.0054545565085, 0.670909085056999, 0.0981818193739111, 0.35818181254647, 0.137272727421739, 0.609090923247012, 0.288181817667051, 0.583636363798922, 0.118181817910888, 0.320909090001475, 0.194545452567664, 0.383636367591945, 0.3690909052437, 0.232727274298668, 0.105454544790766, 0.348181816664609, 0.110909090462056, 0.506363633004102, 0.206363634799014, 0.10727272792296, 0.273636362769387, 0.547272730957378, 0.137272726405751, 0.157272728668018, 0.123636363582178, 0.10363636369055, 0.170909089798277, 0.210909087888219, 0.155454544011842, 0.683636365289038, 0.100000001151453, 0.197272728451274, 0.439999998970465, 0.228181817484173, 0.113636362451044, 0.514545454051007, 0.510909085923975, 0.150909092954614, 0.198181817816062, 0.21272727322172, 0.507272720336914, 0.0981818183579228, 0.422727268866517, 0.387272724204443, 1.1463636349548, 0.292727276005528, 0.173636361617934, 0.150909089737318, 0.182727271860296, 0.214545455168594, 0.140909094702114, 0.445454552769661, 0.364545452154496, 0.152727273546837, 0.147272724827582, 0.170000000433488, 1.01454544067383, 0.126363635740497, 0.13545454479754, 0.467272728681564, 0.510000004009767, 0.249999999322674, 0.315454543991522, 0.306363638151776, 0.699999996206977, 0.358181819319725, 0.414545453407548, 0.433636370030316, 0.158181819048795, 0.417272719469937, 0.624545454978943, 0.375454548407685, 0.260909087278626, 0.770909084515138, 0.208181819285859, 0.423636363311247, 0.256363631988114, 0.17454545555467, 0.144545456225222, 0.17545454271815, 0.3690909052437, 0.466363630511544, 0.221818180246787, 0.252727274190296, 0.451818180355159, 0.147272726351565, 0.0990909085693684, 0.242727271873843, 0.313636364584619, 0.0981818186965856, 0.116363637657328, 0.174545453353362, 0.113636362789707, 0.120000000027093, 0.10636363720352, 0.180909092453393, 0.230909089981155, 0.135454545813528, 0.122727272185412, 0.134545455602082, 0.164545451883565, 0.31818182089112, 0.126363636756485, 0.306363636797125, 0.209090910005299, 0.475454544309865, 0.140000000426715, 0.191818185827949, 0.884545450860804, 0.4872727221386, 0.120000001212413, 0.219999996437268, 0.123636364936829, 0.254545452919873, 0.147272729568861, 0.35090908899226, 0.6336363743652, 0.284545454111966, 0.132727274501866, 0.329090907661752, 0.0990909090773626, 0.540909087116068, 0.163636364720084, 0.112727271900936, 0.150909092277288, 1.95727271383459, 0.219090908088467, 0.22545454854315, 0.2118181836876, 0.162727272645994, 0.185454545711929, 0.346363632516427, 0.23727272586389, 0.683636367321014, 0.163636366074735, 0.214545454491268, 0.207272730429064, 0.362727268175645, 1.08909089998765, 0.164545453407548, 0.261818182400682, 0.653636359355666, 0.207272725687786, 0.249999998645349, 0.382727274840528, 0.182727270505645, 0.148181819610975, 0.124545456333594, 0.335454547947103, 0.135454545136202, 0.359090908007188, 0.390909094702114, 0.348181814801964, 0.769999991763722, 0.336363639343869, 0.194545449181037, 0.163636364042759, 0.162727271630005, 0.756363649259914, 0.643636366183108, 0.128181818195365, 0.217272728004239, 0.342727274379947, 0.221818182956089, 0.632727273485877, 1.39363636753776, 0.192727273160761, 0.17999999767, 0.113636363975026, 0.5063636302948, 0.891818182034926, 1.6881818337874, 0.443636359138922, 0.437272722070867, 0.206363633952358, 0.312727270309221, 0.175454543564807, 1.1281818151474, 0.697272728789936, 0.427272726189006, 0.720909080722115, 0.23727272586389, 0.233636361970143, 0.833636359734969, 0.127272726121274, 0.103636364029212, 0.659999993714419, 0.0990909107706763, 0.341818176887252, 0.501818185502833, 0.167272728275169, 0.269090911204165, 0.456363625824451, 0.103636364029212, 1.01090909134258, 0.0990909080613743, 0.18363636427305, 0.0990909090773626, 0.415454542095011, 0.194545452567664, 0.702727272429249, 0.160000000487674, 0.168181816962632, 0.156363636424596, 0.299090905623003, 0.274545456536792, 0.829999999566512, 0.17090908895162, 0.100909091193568, 0.183636364103718, 0.294545452195135, 0.129090910438787, 0.140909090807492, 0.873636359518224, 0.685454546050592, 0.200909091667695, 0.39272726835175, 0.131818184798414, 0.360909087922085, 1.17727275125005, 0.240000001408837, 0.138181817971847, 0.141818182373589, 0.207272728905082, 0.156363636424596, 0.158181817694144, 0.11272727240893, 1.34181819720702, 1.16363634846427, 0.906363638964566, 0.0981818186965856, 0.161818183281205, 0.163636364720084, 0.630909087983045, 0.338181817396121, 0.403636364774271, 0.279999999837442, 0.133636363189329, 0.160909090529789, 0.465454552661289, 0.121818181465973, 0.198181816122749, 0.216363635930148, 0.109090909192508, 0.508181810379028, 0.746363634412939, 0.161818181926554, 0.106363637542183, 0.42636363343759, 0.183636363257061, 0.105454544621435, 0.344545456496152, 0.237272729081186, 0.182727271860296, 0.797272736375982, 1.39181818745353, 0.565454548055475, 0.203636363148689, 1.56181818788702, 1.05636364221573, 0.141818182034926, 0.162727272984656, 0.10363636369055, 0.309090904214165, 0.338181824846701, 0.249999997290698, 0.173636365343224, 0.746363634412939, 0.240909087386998, 0.260909090326591, 0.348181815309958, 0.215454547242685, 0.520000003616918, 0.683636373416944, 0.911818181926554, 0.243636361577294, 0.409090912138874, 0.290000005032529, 0.69909091564742, 0.227272725748745, 0.558181813833388, 0.244545453312722, 0.443636361848224, 1.46090910651467, 0.483636365695433, 0.265454548326406, 0.258181815797632, 0.544545458121733, 0.139090907167305, 0.446363631974567, 0.251818182793531, 0.259090911258351, 0.181818184527484, 1.46000000563535, 0.104545455087315, 0.141818183389577, 0.141818181696263, 0.218181821771643, 0.218181816014377, 0.593636361035434, 0.114545455371792, 0.2218181819401, 0.248181817206469, 0.105454546145417, 0.199090910228816, 0.235454545779662, 0.462727271697738, 0.193636363880201, 0.303636361590841, 1.08636364069852, 0.539090898903933, 0.10272727297111, 0.138181816786528, 0.923636370084503, 0.266363639723171, 0.260909087109295, 0.157272728329355, 0.100000001151453, 0.0999999991194768, 0.134545455940745, 0.139090910553932, 0.155454545874487, 0.0990909102626822, 0.36090909215537, 0.437272720546885, 0.219999996945262, 0.248181816867807, 0.73999999192628, 0.23909090984274, 0.32999999685721, 0.210000000555407, 0.220000003549186, 0.682727269150994, 0.23727272586389, 0.273636362092061, 0.210909094322811, 0.160909089005806, 0.229090908034281, 0.110000000927936, 0.677272719415751, 0.208181820809841, 0.471818178892136, 0.224545455961065, 0.438181814822284, 0.478181811896237, 0.241818182170391, 0.494545448910106, 0.225454546849836, 0.208181818777865, 0.30727272819389, 0.232727271589366, 0.773636368187991, 0.25363636423241, 0.745454547080127, 0.228181818500161, 0.20545454594222, 0.173636362295259, 0.483636369759386, 0.1981818174774, 0.626363632353869, 0.177272725173018, 0.220000000162558, 0.133636363189329, 0.119090907783671, 0.161818182942542, 0.11090909097005, 0.227272728627378, 0.112727272747592, 0.308181818236004, 0.639090905135328, 0.677272740243511, 0.345454537563703, 0.625454560599544, 0.158181818202138, 0.114545453001152, 0.950909087603742, 0.111818183213472, 0.39272727207704, 0.249090907248584, 0.426363637501543, 0.342727273702621, 0.371818178079345, 0.236363637853752, 0.412727269259366, 0.150909091769294, 0.208181814713912, 0.360909090800719, 0.110909091816707, 0.423636359247294, 0.15272727270018, 0.0981818171726032, 0.400909094647928, 0.316363639282909, 0.487272731282494, 0.170909091660922, 0.332727269692854, 0.2763636354357, 0.639090911739252, 0.11999999968843, 1.05909090150486, 0.195454544641755, 0.231818180192601, 0.482727272944017, 0.227272729304704, 0.117272727868774, 1.27000001885674, 0.109090910039165, 0.157272726974704, 0.252727269618349, 0.26090908778662, 0.495454549789429, 0.106363635510206, 0.120909089391882, 0.284545454111966, 0.132727272469889, 0.221818182278763, 0.247272727164355, 0.110909090462056, 0.114545456049117, 0.19363636625084, 0.199090909890153, 0.477272722023455, 0.114545454017141, 0.220000001517209, 0.143636363812468, 0.115454545413906, 0.304545456712896, 0.120909092947841, 0.310909091071649, 0.149090910499746, 0.269999998536977, 0.258181820538911, 0.366363636472008, 0.209090906110677, 0.212727270343087, 1.09818181395531, 0.0981818205592307, 0.525454545562917, 0.111818180842833, 0.251818182962862, 0.354545449668711, 0.679090912030502, 0.222727271474221, 0.310909089039673, 0.150909091091969, 0.566363626752387, 0.145454546436667, 0.535454554483294, 0.173636365681887, 0.24727272648703, 0.268181819807399, 0.104545454071327, 0.120909091254527, 0.491818178783764, 0.106363635171543, 0.193636364557526, 0.816363632678986, 0.145454546605999, 0.159999999302355]] ['tcolc_e1_1 outliers', 615, [0.380081821571697, 0.395145458253947, 0.263354544273832, 0.340009085156701, 0.395836361429908, 0.197381818836386, 0.361763634464958, 0.489990911700509, 0.400636364113201, 0.431118180467324, 0.148654546249997, 0.347172724929723, 0.155045455829664, 0.459818187085065, 0.577499993822791, 0.270681814713912, 0.188345455310561, 0.208636364476247, 0.182481819255786, 0.312936365604401, 0.1703818179667, 0.527972722595388, 0.190881817855618, 0.155290909450163, 0.181609090502289, 0.416900000788949, 0.318336363543164, 0.18306363881989, 0.90585454214703, 0.166954543780197, 0.3176909069192, 0.174654546109113, 0.667754543098536, 0.308499999344349, 0.171754547140815, 0.169700000096451, 0.252809092402458, 0.150645453821529, 0.511481821537018, 0.333572726358067, 0.22471818598834, 0.271509092639793, 0.53661817854101, 0.387218184091828, 0.573109093037519, 0.435690906914798, 0.304027275605635, 0.454309086907994, 1.92013634334911, 0.157654544846578, 0.313990911299532, 0.322127269750292, 0.147254544564269, 0.210527273741635, 0.319063636389646, 0.161045454442501, 0.143227273090319, 0.334081819111651, 0.162099998105656, 0.35375454750928, 1.33697272430767, 0.182345453988422, 0.204936362125657, 0.350609088485891, 0.174272725527937, 0.151090910488909, 0.238490912047299, 0.413981819017367, 0.370800009759312, 0.301390906626528, 0.187636364590038, 0.147809092759747, 0.271154547279531, 1.04772726785053, 0.283372727307406, 0.179554547775875, 0.178572726520625, 0.318545455282385, 0.216999997469512, 0.200218183073131, 0.380909092046998, 0.15032727339051, 0.293654542754997, 0.469763632525097, 0.562063637104901, 0.913163634863767, 0.224627275358547, 0.142836363816803, 0.19476363604719, 0.767354542558843, 0.331009087237445, 0.153145454823971, 0.171127273277803, 0.163354547186331, 0.959499993107536, 0.169418181885372, 0.711745451797139, 0.499427272514863, 0.670454545454545, 0.715418181636117, 0.226372726261616, 0.491227266463366, 0.173763636838306, 0.20871818268841, 0.821745449846441, 0.262472721663388, 0.256199999289079, 1.14967274123972, 0.339927274395119, 0.260836360129443, 0.505163634365255, 0.246018182147633, 0.261863634667613, 0.336409091949463, 0.489354544065215, 0.154827273027463, 0.302963636815548, 0.495381818576293, 0.182772729207169, 0.349009093913165, 0.692709093744105, 0.323690908876332, 0.252018185840412, 0.147463637996804, 0.19407272812995, 0.144463637674397, 0.323681821199981, 1.06497272036292, 0.323390907184644, 0.151681821454655, 0.265763637694445, 0.586490904743021, 0.162536363032731, 0.851936372843656, 0.187109091742472, 0.726000000130047, 0.2967818162658, 0.436109087683938, 0.224063630808483, 0.217063637619669, 0.200890905477784, 0.309400003064762, 0.166199999776754, 0.789899999445135, 1.33439088951458, 1.49685454368591, 0.143409092317928, 0.719872733408755, 0.180490906942974, 0.190009090033444, 0.348336360671303, 0.72565453431823, 0.186718180775642, 0.277554545890201, 0.258554541251876, 0.946472728794271, 0.425409089435231, 0.333045454187827, 0.209400000897321, 0.206836363808675, 0.148027270355008, 0.305290910330686, 0.339763637293469, 0.583309100432829, 0.896700008348985, 0.283809091557156, 0.15628182024441, 1.08102727478201, 0.416845457120375, 1.06007272005081, 0.642563630234111, 0.233818180181763, 0.961127286607569, 0.622899998318065, 0.247236364267089, 0.996054551818154, 0.140236362137578, 0.567127267068083, 0.198200001635335, 0.199354547668587, 0.296809088100087, 0.294009092856537, 0.45367273281921, 0.32788181474263, 0.618945455009287, 0.356199996715242, 0.140936364769004, 0.489381818608804, 0.258399999954484, 0.489672728560188, 0.265499999577349, 1.34682727943767, 0.356063635511832, 0.231654546477578, 0.532763630151749, 0.208763636648655, 0.258972728794271, 0.144690907814286, 0.183072726834904, 0.611209086396477, 0.164572727273811, 0.160045455125245, 0.377809089693156, 0.151890909807249, 0.577754551714117, 0.142572726715695, 0.222463637590408, 0.202481819824739, 0.152490908280015, 0.506909084590999, 1.8341727365147, 0.382918181744489, 0.171499999409372, 0.143254546279257, 0.573654547333717, 0.181263635443016, 0.589409093965184, 0.685109100558541, 0.2589818185026, 0.329445456916636, 0.177763636816632, 0.201127275485884, 0.59891818057407, 0.375699998302893, 0.197563636709343, 0.240754544734955, 0.644190893931822, 0.214145455848087, 0.405845453793352, 0.218063636259599, 0.588145467368039, 0.257881816910495, 0.151318181644786, 0.515300000255758, 0.296281819993799, 0.494472735307433, 0.158799998970194, 1.00210000710054, 0.195581816814163, 0.23807272518223, 0.153581817719069, 0.242481816898693, 0.355054537681016, 0.369163632392883, 0.143809089881622, 0.445936361158436, 0.560718178749084, 0.293154547837648, 0.650690905072472, 0.43117272447456, 0.176618182523684, 0.21272727440704, 0.206790909509767, 0.658790905367244, 0.14235454459082, 0.533945452083241, 0.194590910083868, 0.15568182007833, 0.226890910755504, 0.160563636232506, 0.749218179420991, 0.258572731505741, 0.189054546031085, 0.312918180430477, 0.235027273947542, 0.235663637518883, 0.149990907785567, 0.953999998894605, 0.29636363549666, 0.150845455852422, 0.565327270464464, 0.168300000104037, 0.443527270447124, 1.593936372887, 0.320772727782076, 0.192490908232602, 0.229781819338148, 0.252245456996289, 0.789400003173135, 0.410209086808291, 0.955390913919969, 0.697863632982427, 0.355345453728329, 0.245654546401717, 0.143018181012435, 0.159572728655555, 0.256918181749907, 0.204054547981782, 0.411927274682305, 0.16930000145327, 0.190800000320781, 0.181654544039206, 0.598700000481172, 0.277227271686901, 0.287772723219611, 0.390536362474615, 0.144090909849514, 0.202963639728048, 0.452972735870968, 0.266663631456057, 0.49941818212921, 0.540118179453367, 0.161854546855796, 0.392881818793037, 0.224890910427679, 0.309018185192888, 0.157599997791377, 0.346190907738426, 0.142400000921705, 0.36472727087411, 0.172118184241382, 1.57596362720836, 0.626299998976968, 0.371727274222807, 0.222090908347375, 0.184500000016256, 0.175772729245099, 0.674918188290162, 0.242072725837881, 0.31285455010154, 0.43384545228698, 0.167409089478579, 0.41274545815858, 1.75152725523168, 0.217381817373362, 0.388918180357326, 0.227963639931245, 0.30629090693864, 0.227536364035173, 0.154745454137976, 0.345281819050962, 0.32905454527248, 0.837909091602672, 0.140399999239228, 0.212054541842504, 0.150118181312626, 0.705109089612961, 0.315109091726216, 0.304918184876442, 0.244545452974059, 0.854372728954662, 0.31794545460831, 0.17938181893392, 0.545863636515357, 0.415227272293784, 0.2311000011184, 0.168454543772069, 1.1062545505437, 0.876381811770526, 0.211645453490994, 0.454590905796398, 0.272390910847621, 0.280209086158059, 0.32190909168937, 0.233136364004829, 0.983645455403761, 0.24828181754459, 0.496190912344239, 0.213154544884508, 0.468563629822298, 0.476281819018451, 0.286027278412472, 0.256154548038136, 0.210099999200214, 0.150863635946404, 0.286972731351852, 0.200827272778208, 0.217063636942343, 0.445718180049549, 0.535663638602604, 0.144318181005391, 0.235618178140033, 0.205554545603015, 0.436136367646131, 0.531109083782543, 0.458854541182518, 1.24339090694081, 0.308581816879186, 0.201654546640136, 0.268709093332291, 0.248636363582178, 0.260563639077273, 0.290036362680522, 0.165254545482722, 0.21079090914943, 0.301909090443091, 0.26870000091466, 0.15832727199251, 0.21388181773099, 0.169454544782639, 0.272509089925072, 0.144027273085984, 0.15170909057964, 0.171227273615924, 0.42869091575796, 0.269427275115793, 0.472036358985034, 0.164018181237307, 0.437736363573508, 0.394927277483723, 0.181818184527484, 0.274899998849089, 0.25868182155219, 0.144745455366898, 0.217790908434174, 0.204545452513478, 0.158209090883082, 0.784781816330823, 0.173836362632838, 0.370672724463723, 1.25900909033689, 0.17215454553, 0.147263634949923, 0.857472723180598, 0.316381813450293, 0.158872726966034, 0.491045449267734, 0.333163634958592, 0.53952727263624, 0.209727275100621, 0.174699999730695, 0.276481822133064, 0.16585454412482, 0.752627269788222, 0.28459090671756, 0.291399997743693, 0.882845445112749, 1.0253272544254, 0.187845455990596, 0.548545455390757, 0.203872726722197, 0.983099988915703, 0.267927271398631, 0.211990909142928, 0.333727270364761, 0.453881815075874, 0.166218181733381, 1.25530908053572, 0.164118182252754, 0.171954545107755, 0.218663633547046, 0.164290910417383, 0.985336364670233, 0.358836358921094, 0.370863635770299, 0.178972725333138, 0.428290904922919, 0.426427273587747, 0.191436363892122, 0.434481813149019, 0.287899997423996, 0.202881819145246, 0.198618180372498, 0.275027269666845, 0.211136365478689, 0.368927272883329, 0.478936360640959, 0.155999999154698, 0.34486363557252, 0.179536364295266, 0.95570908351378, 0.492381819269874, 0.350145455111157, 1.30235454711047, 0.211054547266527, 0.194427273490212, 0.424600005149841, 0.164036364717917, 0.237945453009822, 0.317736360159787, 0.155427273024212, 0.206218181685968, 0.211399998854507, 0.301036368716847, 0.157054546881806, 0.26686363464052, 0.472927275029096, 0.287545449354432, 0.571900004690344, 0.937418187206442, 0.302472725510597, 0.147145452824506, 0.19051818177104, 0.141727274791761, 0.222036365588958, 0.288345450704748, 0.265272726389495, 0.841163648800416, 0.155036361380057, 0.561290914362127, 0.169700000773777, 0.281199997290969, 0.643690903755752, 0.702463629570874, 0.380545450882478, 0.604309090159156, 0.281599999828772, 0.710109092972495, 0.532990905371579, 0.250645457343622, 0.620690909298984, 0.353600000793284, 1.32230909304185, 0.146845453164794, 0.141127272763036, 0.472281819040125, 0.375909091396765, 0.146190908483484, 0.150100001218644, 0.175518182190982, 0.236490912735462, 0.558972729877992, 0.237727270890239, 0.211027271368287, 0.354554543440992, 0.738136361945759, 0.221954546191476, 0.249263639477166, 0.271418185396628, 0.267636365511201, 0.634709089994431, 0.296809090809389, 0.517599999904633, 0.327263635667888, 0.188018179075284, 0.231790908358314, 0.591254556720907, 0.508590904149142, 1.27806363322518, 0.658100000836632, 0.220372726971453, 0.163600000129505, 0.265118180096827, 0.543090907010165, 0.19913636283441, 0.178872726857662, 0.283199999566105, 0.267309087243947, 0.332627273418687, 0.3077272772789, 0.827327275818044, 0.234627271325073, 0.210063637657599, 0.284409090876579, 0.249109089374542, 0.151254546235908, 0.141309091990644, 0.642418184063651, 0.188263635743748, 0.162881818092005, 0.987290902571245, 0.596609096635472, 1.02660909701477, 0.394481822170994, 0.191718181087212, 0.197954547168179, 0.330427272075957, 0.202618182890795, 0.890190921046517, 0.831327286633578, 1.15601818128066, 0.193590906533328, 0.77699999646707, 0.799045454372059, 0.49412727355957, 0.269254543564536, 0.200872728770429, 0.424381816929037, 0.459200000221079, 0.302209090102803, 0.151190906763077, 0.169090908359398, 0.29691818356514, 0.490790908986872, 0.999036360870708, 0.210281816395846, 0.658181824467399, 0.236190908334472, 0.195781814781102, 0.214954542842778, 0.194081821224906, 0.537290911782872, 0.74280000816692, 0.363118182529103, 0.214245455508882, 0.773490911180323, 0.370890909975225, 0.716218168085272, 0.646518183025447, 0.298781816254963, 0.234427271918817, 0.73005454919555, 0.281090908429839, 0.14059090749784, 0.388036367568103, 0.193081815134395, 0.204990909858183, 0.21801818433133, 0.322909091683951, 0.409099998799237, 0.343818178908391, 0.219263633543795, 0.167727272618901, 0.731554545631463, 0.275654546239159, 0.164745454083789, 0.553127273917198, 0.436563638123599, 0.914081820032813, 0.188563637498936, 0.384063639424064, 0.157809091223912, 0.190581817518581, 0.169036364690824, 0.283863637935032]] ['tcolc_e2_1 outliers', 619, [0.267645453864878, 0.338945453817194, 0.612536353143779, 0.192745456641371, 0.356372727589174, 0.2326909086921, 0.165872730653394, 0.597027280113914, 0.16520908925767, 0.244618181477893, 0.272399997169321, 0.172281817956404, 0.173690907318484, 0.667318186976693, 0.486309091137214, 0.184036361222917, 0.258509091355584, 0.261836363510652, 0.195945454592055, 0.178390908647667, 0.285127272660082, 0.318663637746464, 0.436336369338361, 0.374499999664047, 0.196136363527992, 0.213290906087919, 0.223627273670652, 0.236272725530646, 0.254327277568254, 0.201527273113077, 0.530299999497154, 0.167027274316007, 0.155463635921478, 0.293272730979052, 0.194399999285286, 0.429327267137441, 0.211800005625595, 0.310290909626267, 0.221690905365077, 0.297181818972934, 0.330563634634018, 0.234181818636981, 0.177900002083995, 1.14714546637102, 0.598572725599462, 0.263863638043404, 0.90038182518699, 0.158463633873246, 0.443727273832668, 0.317490906877951, 0.222863634878939, 0.169236361980438, 0.236027271910147, 0.416381819681688, 0.150372728028081, 0.662781815637242, 1.04592728072947, 0.245227271860296, 0.151599998501214, 0.177390910007737, 0.281972722573714, 0.26442727311091, 0.208054543896155, 0.167490909045393, 0.15812727402557, 0.247218179431829, 2.36928183382208, 0.329945453188636, 0.389890911904248, 0.178490910340439, 0.371936361898075, 0.308636368675665, 0.307645457712087, 0.255536362528801, 0.314381814138456, 0.206409093521705, 0.162190907888792, 0.294618182561614, 0.161709087138826, 0.214072730053555, 0.178227273508541, 0.355654545805671, 0.622572725469416, 0.526918178254908, 0.148090910335833, 0.176027270880612, 0.230709092183547, 0.687690916386518, 0.410909086804498, 1.18556363474239, 0.174890909682621, 0.218963634561409, 0.244690909981728, 0.277845458919976, 0.582754544236443, 0.162454545497894, 0.524272726340727, 0.16906363517046, 0.156699999489568, 0.188699999993498, 0.240963637828827, 0.183990909294649, 0.173745452680371, 0.242545452984897, 0.659363643689589, 0.323145451870832, 0.370472731915387, 0.440045453269373, 0.806790912693197, 0.332409086552533, 0.181127273223617, 0.772427277131514, 0.210627274418419, 0.321718180721456, 0.17532727393237, 0.435700004751032, 0.995599995959889, 0.193727273832668, 0.173327271911231, 0.226718181913549, 0.211799997497689, 0.695672712542794, 0.172145456075668, 0.15722727436911, 0.507936355065216, 0.238299994983456, 0.150790909474546, 0.258090909231793, 0.721663640304045, 0.167372725226662, 0.168354545804587, 0.277345454828306, 0.459427270022306, 0.233800002119758, 0.1803818162192, 0.238263640891422, 0.582227278839458, 0.195872726765546, 1.48844544995915, 0.316309096460993, 0.82829090681943, 0.206918180666187, 0.223327273672277, 0.50812727348371, 0.211709091609175, 0.402363641695543, 0.596472722562877, 0.353272730653936, 0.190227274190296, 0.157627274366942, 0.848209085789594, 0.151318180290135, 0.355063637549227, 0.473445448008451, 0.306836362589489, 0.222981815988367, 0.173536363311789, 0.591018185019493, 0.373045458035036, 0.307245453650301, 0.564790909940546, 0.351063633506948, 1.14853635701266, 0.747490901838649, 0.154381819069386, 0.490145452997901, 0.742890910668807, 0.149427272040736, 0.651209091598337, 0.209309090944854, 0.42339090867476, 0.323000000281767, 0.214727272702889, 0.252545451745391, 0.224336362697861, 0.237045456062664, 0.252054546197707, 0.540299996733665, 0.394409087063237, 0.23327272656289, 0.275100002234632, 0.331145457246087, 0.453063634308902, 0.621800002726642, 0.148409090920309, 0.631981818513437, 0.232027273625135, 0.166099998761307, 0.784427274357189, 0.178036361932755, 0.720418184995651, 0.681145445867018, 0.20354545658285, 0.207500003616918, 0.300090909004211, 0.174518182873726, 1.18320908871564, 0.813500003381209, 0.439081820574674, 0.19743636385961, 0.180109091780402, 0.228009090504863, 0.763445453210311, 0.312981819564646, 0.582945452495055, 0.150299999524247, 0.255454547025941, 0.545409099622206, 0.256027273156426, 0.26985454288396, 0.369472722438249, 0.278936364433982, 0.171590907329863, 0.210381818088618, 1.20962727069855, 0.153290907429023, 0.174681819975376, 0.575154545632276, 2.08029087023302, 0.543899991295554, 0.204981817440553, 0.256045453927734, 0.187363635409962, 0.216218182986433, 0.238381818614223, 0.194527274505659, 0.167390908876603, 0.588490906086835, 0.439127277244221, 0.266609088941054, 0.586690913547169, 0.302736362273043, 0.214936366135424, 0.679427266120911, 0.339545454491268, 0.476963633840734, 0.191845455630259, 0.215436365116726, 0.195072726769881, 2.12090001323006, 0.149609091607007, 0.346545451744036, 0.237236364321275, 0.151436364786191, 0.403436362743378, 0.165618181905963, 0.608499998396093, 0.167936362326145, 0.322881816463037, 0.190627271478826, 0.452000000260093, 0.155381817709316, 0.214699997143312, 0.167981819673018, 0.277072729034857, 0.631199993870475, 0.230400003154169, 0.269645453854041, 0.149454544891011, 0.206518179991029, 0.339990911158648, 0.336254547942768, 0.218018180944703, 0.683918188918721, 0.242436362261122, 0.822536365552382, 0.225245454094627, 0.252499998970465, 0.23622727394104, 0.185236363248392, 0.167954543097453, 0.297999999062582, 0.31165454604409, 0.401827273043719, 0.42730000750585, 0.715563630515879, 0.181072727184404, 0.198936363512819, 0.28741818530993, 0.25726363604719, 0.251454545015639, 0.437654549086636, 0.39231818372553, 1.29493636434728, 0.178145453333855, 0.391490908212621, 0.49240000105717, 0.223900000480088, 0.168454546142708, 0.229054547168992, 0.167209090156989, 0.950727262280204, 2.34956363114444, 0.333718180656433, 0.428499999371442, 0.199254542589188, 0.184190911325541, 1.07029090686278, 0.148690908469937, 0.470890912142667, 0.894518185745586, 0.828799995509061, 0.182163634760813, 0.525454555045475, 0.251381814479828, 0.257290906526826, 0.245899999683554, 0.264472728425806, 0.250754544680769, 0.181063635698096, 0.272690909830007, 0.25480909103697, 0.587309097701853, 0.452436363155192, 0.211100000549446, 1.01997273618525, 0.47209999778054, 0.161018181761557, 0.160427272658456, 0.207790907133709, 0.629245454614813, 0.184609091840684, 1.03891819173639, 0.240245455367999, 0.400154545903206, 0.308799996294759, 0.168263637884097, 0.553418186577884, 0.674727274612947, 0.173572729934346, 0.16010000014847, 0.258718181062828, 0.206445454873822, 0.156854544173587, 0.201209092174064, 0.166299999437549, 0.500000002709302, 0.216627273369919, 0.522836368192326, 1.55057272044095, 0.184700001369823, 0.862081817605279, 0.202354544943029, 0.977081813595512, 0.386500003662976, 0.301181817596609, 0.254027270457961, 0.743436360901052, 0.287954544479197, 0.288472731407224, 0.157645454460924, 0.210236359726299, 0.402618183331056, 0.158036362718452, 0.200500001961535, 0.192527274516496, 0.290909091180021, 0.425827267495069, 0.779581823132255, 0.249036364934661, 0.856527263467962, 0.204945454543287, 0.320854550058191, 0.190845453773033, 0.370236364277926, 0.37620909512043, 0.153272728351029, 0.303509091111747, 0.277990907430649, 0.643209094350988, 0.285009089518677, 0.195836361158978, 0.190518181432377, 0.172936362299052, 0.169163636185906, 0.254645453257994, 0.322818180376833, 0.224863637577404, 0.237654547122392, 0.165690909795971, 0.19077272916382, 0.147199999287047, 0.438436364162375, 0.178990910168399, 0.157372728328813, 0.159372725947337, 0.242345453493974, 0.35409999774261, 0.280672726306048, 0.457754546945745, 0.255345454270189, 0.269518181004307, 0.540563637560064, 0.439799999648874, 0.232209090482105, 0.454563642090017, 0.157263637943701, 0.262499999593605, 0.151154545897787, 1.42858182300221, 0.607327277010137, 0.400918185710907, 0.187527271156961, 0.16804545304992, 0.469736363400112, 0.600600004196167, 0.150018181313168, 0.533054538748481, 0.303600003773516, 0.548745452003045, 0.239718181165782, 0.278309088538993, 0.166663637892766, 0.424490907060152, 0.155399998480623, 0.246727272868156, 0.504145448858088, 1.05761817910454, 1.39618181098591, 0.229700000109998, 0.288318180225112, 1.64982728524642, 0.20801818235354, 0.883927263996818, 0.277981820431623, 0.354709088802338, 0.339463634924455, 0.208690908144821, 0.278981816531582, 0.234500003809279, 0.187181816859679, 0.291200002486056, 0.476409089836207, 0.15500908954577, 0.256027274511077, 0.175027273045006, 0.386754549531774, 0.182745453986255, 0.868554543365132, 0.258672723715956, 0.46709091487256, 0.217027272690426, 0.184900000162253, 0.374118179760196, 0.178609090095217, 0.215563634749163, 0.377863640134985, 0.204745452851057, 0.17497272992676, 0.448654543269764, 0.159472727640109, 0.201290906491605, 0.422872727567499, 0.952836367216977, 0.186790907924825, 0.495809089053761, 1.48880000547929, 0.187363638309762, 0.300963633439758, 0.16428182003173, 0.311972726475109, 0.38129090720957, 0.243800000710921, 0.270818182013252, 0.17819999971173, 0.25920909372243, 0.225290910764174, 0.317518180066889, 0.470109088177031, 0.161563638259064, 0.224436363035982, 0.309745455330068, 0.229363636537032, 0.246654544364322, 0.19820000231266, 0.961027270013636, 0.147827271033417, 0.195154545659369, 0.185145455327901, 0.148545456880873, 0.175254546783187, 0.242372726852244, 0.1965090920302, 0.25964545797218, 0.184145453978669, 0.17743636386215, 0.537000003186139, 0.333872728049755, 0.444036367264661, 0.266863638027148, 0.54271818020127, 0.721654545177113, 1.67918183586814, 0.166745454750278, 0.192027274180542, 0.160081817429851, 0.284690908748995, 0.25122727250511, 0.20169999924573, 0.236199996688149, 0.283309087834575, 0.216581817377697, 0.302118180827661, 0.304054548794573, 0.296063633804972, 0.257181815125725, 0.283854542808099, 0.168763634833423, 0.396799999204549, 0.218845457854596, 0.316463634371758, 0.245709091424942, 0.327727277170528, 0.189399998296391, 0.636190902103077, 0.395009092309258, 1.18003638766029, 0.181909090415998, 0.300663637843999, 0.803227272900668, 0.528481822122227, 0.202027272941037, 0.243690909987146, 1.4215000000867, 0.169536364349452, 1.01563637364994, 0.577636362476782, 0.16299091076309, 0.270200001922521, 0.181018183177168, 0.148754545233466, 0.511063636703925, 0.156363635831936, 0.34754545444792, 0.706963636658408, 0.226236361671578, 0.203436362472447, 0.172354544428262, 0.359372726895592, 0.270781815052032, 0.388918179680001, 0.174936360933564, 0.270263638008725, 0.188672729513862, 0.157272725620053, 0.171836362643675, 0.340836365114559, 0.175254545428536, 1.5983090725812, 0.161672726273537, 0.268445457960876, 0.623499992218885, 0.938890912316062, 0.167145454070785, 1.17874547026374, 0.343627272004431, 0.343272727660157, 0.184754544699734, 0.292036366733638, 0.870472729206085, 0.521263631907376, 0.186163636771115, 1.07737272842364, 0.301463639194315, 0.250181817534295, 0.604900001463565, 0.148599999194795, 0.526036365465684, 0.206272727386518, 0.366572726856578, 0.166009090163491, 0.362672725184397, 0.489818185567856, 0.648254557089372, 0.256509094075723, 0.157718182964758, 0.344299999150363, 0.309154547073624, 0.346018184315075, 0.837854547934099, 0.289990910074928, 0.179009090770375, 0.365863633426753, 0.480145448988134, 0.183909091082486, 0.176399999721484, 0.502318181774833, 0.508481827649203, 0.965181827545166, 0.598509094931863, 0.435290905562314, 0.244372726841406, 0.402963635596362, 0.158427272330631, 0.28556363420053, 0.206063639094778, 0.500809096477248, 0.278927273371003, 0.154009090228514, 0.173590909689665, 0.4033181829886, 0.202300001274456, 0.485572730275718, 0.603899989615787, 0.151809092272412, 0.151645453265783, 0.151054542723366, 0.256427273831584, 0.540281811221079, 0.320900003341111, 0.157454546202313, 0.241436362943866, 0.303345455280082, 0.164354545148936, 0.23839999938553, 0.553509091789072, 0.478418184952302, 0.150227272375063, 0.249327274208719]] ['tcolc_e3_1 outliers', 683, [0.217227273366668, 0.497681814161214, 0.290500004183162, 0.202345455234701, 0.235618179494684, 0.909727269952947, 0.16207272762602, 0.389363634315404, 0.352527271617543, 0.475927274335514, 0.183181818236004, 0.207736360925165, 0.229727271605622, 0.226181815971028, 0.254227275198156, 0.395163633606651, 0.956390917301178, 0.308518182147633, 0.269809091633016, 0.406009095636281, 0.686799995093183, 0.120045456019315, 0.238863637501543, 0.206354539333419, 0.15175454386256, 0.273336364464326, 0.189700000665405, 0.419472726908597, 0.131327275906435, 0.742336376146837, 0.28440909223123, 0.184909091754393, 0.188163634050976, 0.339363633909009, 0.656336361711675, 0.450090909546072, 0.148663637312976, 0.676600001075051, 0.30961818180301, 0.408781818368218, 0.263718185099688, 0.265845451842655, 0.20213636349548, 0.176900003444065, 0.389218181371689, 0.134963635693897, 0.596872725270011, 0.457836357030002, 0.325518182732842, 0.139063634655692, 0.289181817661632, 0.210190909830007, 0.224527272649787, 0.189763636074283, 0.191109091720798, 0.134036362848499, 0.415072722868486, 0.198636364530433, 0.371818182143298, 0.415772725235332, 1.0373000042005, 1.03064546801827, 0.375645452020267, 0.298872725530104, 0.263309089297598, 0.172563638368791, 0.263454544950615, 0.121954547410662, 0.375327270139347, 0.180663635784929, 0.174518180164424, 0.182199999690056, 0.161663637919859, 1.54162726077166, 0.237327268177813, 0.171227271583947, 0.128172728487036, 0.129518179561604, 0.329563637010076, 0.179790909317407, 0.192336361516606, 0.321872727437453, 0.701581819490953, 0.332954543558034, 0.283072722906416, 0.775563641027971, 0.245672727173025, 0.247790912250904, 0.134718180718747, 0.154309090565551, 0.344609090550379, 0.295409088107673, 0.288709087805315, 0.30821818113327, 0.546645451675762, 0.118545455942777, 0.373145459727807, 0.233827273954045, 0.167590908706188, 0.230409091169184, 0.155145454813134, 0.182818179780787, 0.120027274740013, 0.182563635435971, 0.2187181846662, 0.308781818910079, 0.129490907282823, 1.14364546537399, 0.199136364231394, 0.229472725906155, 0.34750908613205, 0.165109091861682, 0.564809081229297, 0.115163638002493, 0.327827275815335, 0.136418182741512, 0.361899997700344, 0.955236364494671, 0.197072725404393, 0.23109090633013, 0.221954545998332, 0.714454553344033, 0.202963635833426, 0.205999998037111, 0.727672715078701, 0.337799996137619, 0.368827273899859, 0.349672730673443, 0.670045457103036, 0.128090908920223, 0.178227273577994, 0.114727274260738, 0.230318177830089, 0.598854547197169, 0.277618177912452, 1.60969090461731, 0.146472727541219, 0.133918181400407, 0.247454545714638, 0.406309095295993, 0.174981817603111, 0.312172727151351, 0.464745456522161, 0.480045451359315, 0.143145452507518, 0.200100000609051, 0.419227274304087, 0.388690911741419, 0.11560000072826, 0.264390907504342, 0.277781820094044, 0.375609089027752, 0.124972728165713, 0.158090907403014, 0.182163634760813, 0.402663636275313, 0.530218175866387, 0.130063635720448, 0.115190909328786, 0.276472722942179, 0.773181815039028, 0.34447273070162, 1.57449091564525, 1.17145455425436, 0.15388181974942, 0.156481817364693, 0.197836361656135, 0.421754545786164, 0.624836363575675, 0.121236363764514, 0.149781820110299, 0.118018183158711, 0.268581814386628, 0.184127271344716, 0.141999999230558, 0.696818166158416, 0.259181816808202, 0.386100001294505, 0.161772725934332, 0.445954546332359, 0.261209089742889, 0.115099998598453, 0.617918179793791, 0.172300002114339, 0.111563634466041, 1.18652726845308, 1.28443637761203, 0.193963637406176, 0.423863637176427, 0.498118178410964, 0.200390909205784, 0.363300003111362, 0.567336369644512, 0.775072718208486, 0.24626363678412, 1.10219092260708, 0.1975363640284, 0.133463635363362, 0.271154538812962, 0.143336365338076, 0.818836377425627, 0.117209089750593, 0.151072729717601, 0.466154542836276, 0.11537272923372, 0.743645451285622, 0.228900001130321, 0.345190912485123, 0.216190908442844, 0.248890913345597, 0.116081819276918, 0.225699998438358, 0.214990908449346, 0.170590910721909, 1.27531819451939, 0.201572724364021, 0.251500002362511, 0.503154548731717, 1.2739818204533, 0.139618181369521, 0.171909090470184, 0.118781817399643, 0.138763637027957, 0.150727274065668, 0.268845454535701, 0.12402727465484, 0.111445455388589, 0.125263634730469, 0.171999998052012, 0.121409089722544, 0.216636363078247, 0.438700005412102, 0.180127274435522, 0.382618184794079, 0.182036365297708, 0.309145454655994, 0.169490909161554, 0.194600000638853, 0.125481817532669, 0.121936363252726, 0.116945456036113, 0.175000000406395, 0.457427271387794, 0.177972726523876, 0.111863636136563, 0.408918189731511, 0.156590906733816, 0.193000003018162, 1.56119999560443, 0.201154544272206, 0.251409091732719, 0.251290910284628, 0.262200003320521, 0.129836365326562, 0.190100002017888, 0.785981817678972, 0.301363641565496, 0.145018182520289, 0.768972721289505, 0.265627271749757, 0.236281818964265, 0.407318180257624, 0.142718181691386, 0.121536362916231, 0.18402727286924, 0.565736366605217, 0.129563637077808, 0.120718182487921, 0.439927275885235, 0.172890911048109, 0.463945457881147, 0.756654533472928, 0.150872725654732, 0.118927272544666, 1.37341817400672, 0.344999998807907, 1.51963633840734, 0.140863636677915, 0.162254543128339, 0.420309097929434, 0.200172727080909, 0.186527271839705, 0.129599999975074, 0.539581819014116, 0.493272735313936, 0.347772730345076, 0.369072720852935, 0.210045452822338, 0.152427273717794, 0.254363637078892, 0.288054538044063, 0.220018180679869, 0.462763640182939, 1.31701817295768, 0.369927273216573, 0.402027267412367, 0.149081814097537, 0.155181820218621, 0.1227999989536, 0.322754549709233, 0.11521818336438, 0.245790908282453, 1.01279091293162, 1.40457274697044, 0.132727273147215, 0.118645455730571, 0.136263636025515, 0.240827271884138, 0.150809091600505, 0.148209089921279, 0.301336365667256, 0.216272727163001, 0.149763636291027, 0.116963634436781, 0.494154550812461, 1.26969090375033, 0.130136363546957, 0.262436364184726, 0.233881814913316, 0.121336362747983, 0.134999999945814, 0.211063635620204, 0.353854541074146, 0.149818181314252, 0.253336362540722, 0.390436362136494, 0.154190907672852, 0.625300001014363, 0.190736365250566, 0.144454542886127, 0.204000000926581, 0.15415454452688, 0.47063636508855, 0.979145440188321, 0.285172725265676, 0.319600003686818, 0.15033636580814, 0.152972727336667, 0.398263630541888, 0.664509105411443, 0.150154545903206, 0.37082727253437, 0.520499996840954, 0.132236362725962, 0.174799997698177, 0.720009091225537, 0.194963634691455, 0.250145450911739, 0.149654545736584, 0.144090911204165, 0.38890000094067, 0.11630908975547, 0.211263641376387, 1.03300907936963, 0.292263636534864, 0.319927269762213, 0.526700000871312, 0.831281810998917, 0.269436363469471, 0.292881815270944, 0.176218184557828, 0.752609082243659, 0.143363635309718, 0.498499994928187, 0.502199999310754, 0.181736364283345, 0.400790910829197, 0.269063638015227, 0.617972726171667, 0.498436372388493, 0.174381821670315, 0.439472724090923, 0.128863636065613, 0.25154545429078, 1.03190000490709, 0.248518181118098, 0.276872727003965, 0.47698182544925, 0.601390906355598, 0.326227274808017, 0.382254548370838, 0.252790912985802, 0.344181822104888, 0.805327269163999, 0.20929090814157, 0.193527270447124, 0.241527272219008, 0.430690900845961, 0.514200004664334, 0.984772725538774, 0.376609093763612, 0.210299998521805, 0.655436369505796, 0.192209089344198, 0.186236365274949, 0.184254545379769, 0.328063632954251, 0.22062727402557, 0.147418180649931, 0.393027270382101, 0.451854547316378, 0.283236358653415, 0.159436364742843, 0.210990909825672, 0.343354547565634, 0.126445454291322, 0.221554547548294, 0.165918180211024, 0.293390912088481, 0.647772723300891, 0.138881819492037, 0.238081816922535, 1.75323636965318, 0.185681819238446, 0.38159999420697, 0.505127275531942, 0.258509085196155, 0.139390909028324, 0.149654545567252, 0.122681818225167, 0.154427272690968, 0.69805454259569, 0.148863636973229, 0.11419999811121, 0.400354539806193, 1.21013634313237, 0.171590908007188, 0.134727271443064, 0.162545453418385, 0.365745453671976, 0.415981816974553, 1.48341818289323, 0.491099997000261, 0.170763637531887, 0.135018181055784, 0.180899999358437, 0.13328181816773, 0.120409091087905, 0.399445453828031, 0.256790909408168, 0.30597272650762, 0.170081814581698, 0.621336357160048, 0.124081818894906, 0.16239090941169, 0.751481814817949, 0.140254546295513, 0.112245454029603, 0.201263639059934, 0.116236363622275, 0.258818187496879, 0.482699999755079, 0.926536359570243, 1.77340910651467, 0.16249999768016, 0.38503636284308, 1.84408180280165, 0.129845455288887, 0.232409091835672, 0.328127273104408, 0.112354545430704, 0.224190908568827, 0.611472720449621, 0.168109090660106, 0.287227272987366, 0.267427269708027, 0.265018184076656, 0.11420909230682, 0.172072729603811, 0.316236364570531, 0.128454546359452, 0.199354546991262, 0.632481821558692, 0.19752727042545, 0.29021818800406, 0.211972727016969, 0.12313636392355, 0.951727274466645, 0.157709092240442, 0.152627276426012, 0.166081817524338, 0.20172727632929, 0.193500002846122, 0.885054539550434, 0.595072730021043, 0.665018179199912, 0.313500003381209, 0.326581825967878, 0.156581818041476, 1.3103818134828, 0.198027273132042, 0.13508181876585, 0.272281821478497, 0.285863637246869, 0.202809091318737, 0.138227271762761, 0.192218180407177, 0.252536361867731, 0.123190907930786, 0.906554541804574, 0.386663634668697, 0.196036363189871, 0.589636355638504, 0.56400909207084, 0.23869091136889, 0.15867272967642, 0.487436362288215, 0.33976363864812, 0.231918183240024, 0.160354545170611, 0.323245453563604, 0.111290908672593, 0.180027272213589, 0.120172727175734, 0.570636359128085, 0.128990910481662, 0.198299998586828, 0.258709089322524, 0.408181821758097, 0.247972726144574, 0.585509097034281, 0.215681818398562, 0.122881818901409, 0.266436364163052, 0.131036365912719, 0.136254544962536, 0.380436364899982, 0.131618181328205, 0.174436364830895, 0.62430908463218, 0.434799998998642, 0.246745452962138, 0.380554542622783, 0.150545454795726, 0.188827270811254, 0.541609085418961, 0.250409091907469, 0.13098181784153, 0.20679090984843, 0.391927274113352, 2.45048182660883, 0.473945460536263, 0.418099999427795, 0.195618183098056, 0.126418182457035, 0.182790908623825, 0.154163636944511, 0.242718183181503, 0.169236366721717, 0.193445454944264, 0.573627276854082, 0.806427278301933, 0.410881817340851, 0.149727274071087, 0.137090908871456, 0.208072727376764, 0.332909085533836, 0.409454543482174, 0.155972730029713, 0.220681817016818, 0.283499997447837, 0.518909085880626, 0.321881818500432, 0.278745458884673, 0.275754549286582, 0.363836362957954, 0.125709090720523, 0.144081816077232, 0.353736365383322, 0.637081812728535, 0.591481826522134, 0.629745456305417, 0.413754547184164, 0.222209085795012, 0.268245447289453, 0.15433636510914, 0.5703909072009, 1.67824543606151, 0.212681816382842, 0.200709090991454, 0.172472728246992, 0.167699999429963, 0.23236363584345, 0.200272726741704, 0.234236365014857, 0.205618181011894, 0.434909091754393, 0.359890908002853, 0.432054542682388, 0.206299998543479, 0.160818183286624, 0.118781817907637, 0.163890909742225, 0.11173636411232, 0.153863639316776, 0.169863636520776, 0.147454546933824, 0.121509090743282, 0.341009092601863, 0.196945453231985, 0.149963634935292, 0.342554540796713, 1.0223636274988, 0.132872728461569, 0.132390908896923, 0.259063640428808, 0.182963638143106, 0.160281819376079, 0.206309089437127, 1.58829998970032, 0.160499998960983, 0.690845448862423, 0.234027275984937, 0.62569999423894, 0.119727272878994, 0.129499999298291, 0.24669090997089, 0.212363637306473, 0.632409093054858, 0.256200001998381, 0.302463641898199, 0.742218188264153, 0.871218178759922, 0.628699998963963, 0.275418180549009, 0.194290907545523, 0.150827273049138, 0.276954542506825, 0.119618180292574, 0.118518182499842, 0.210336361419071, 0.172172727909955, 1.43103635311127, 0.334472723982551, 0.542609090154821, 0.162727272138, 0.363281816244125, 0.22127272865989, 0.511709080501036, 0.681736360896717, 0.15785454552282, 0.454727273095738, 0.154809092256156, 0.249890909953551, 0.227654546499252, 0.177090910178694, 0.226790910417383, 0.130663635717197, 0.481263637542725, 0.32419090853496, 0.156109089201147, 0.133963637731292, 0.123681818219748, 0.155545454810966, 0.258518181063912, 0.199136364189061, 0.172490908679637, 0.443400000984018, 0.130045454610478, 0.319490905512463, 0.29120908677578, 0.148127273402431, 0.633181814442981, 0.147790908136151, 0.118536364625801, 0.117163636467674, 0.288199999115684, 0.525781821120869, 0.117054546759887, 0.432818189263344, 0.145018183033575, 0.416427273641933, 0.176300000060688, 0.196818180720915, 0.428690905598077, 0.137163635173982, 0.209663636305115, 0.173854545393789, 0.744009093804793, 0.594909088178114, 0.427499997344884, 0.28687272830443, 0.213154546916485]] ['tcolc_e4_1 outliers', 666, [0.173063636334105, 0.720709090883082, 0.143445454537868, 0.161827274005521, 0.459209095348011, 0.300209092145616, 0.567627275531942, 0.11131818050688, 0.681709099899639, 0.349936364726587, 0.656027273698287, 0.124236363578926, 0.113227272575552, 0.216100002215667, 0.120236362584613, 0.485227275978435, 1.82159090042114, 0.410481818697669, 0.224054544486783, 0.272945452301594, 0.138363640078089, 0.213800002566793, 1.52015454941218, 0.119645452973518, 0.328363638201898, 0.232181817970493, 0.558063642883843, 0.257509089329026, 1.32898182760585, 0.179072728549892, 0.280927269973538, 0.166836366057396, 0.232036364010789, 0.337899997830391, 1.00199999727986, 0.387936361811378, 0.1333818171512, 0.491572732275183, 0.318027271465822, 0.118945454331962, 0.141690905290571, 0.274472726339644, 0.188690908253193, 0.386490911245346, 0.125318182018501, 0.173736365681345, 0.246072727170858, 0.376045453277501, 0.124199998226355, 0.348672725937583, 1.00755453109741, 0.237809086387808, 0.116672726178711, 0.194918182763186, 0.25382726978172, 0.13493636385961, 0.344454542818395, 0.47476363317533, 0.363172724843025, 0.123436362905936, 0.540545452724804, 0.636263638734818, 0.808154547756368, 0.120863638140938, 0.430863629539751, 1.02018181302331, 0.369290912693197, 0.118845454078506, 0.120099999518557, 0.12044545381584, 0.209972726604478, 0.174690908921713, 0.770254541527141, 0.185699999332428, 0.166772728616541, 0.343599999492819, 0.203509090976282, 0.528427271680398, 0.144409091973847, 1.45945452018218, 0.200109090317379, 0.298036363653161, 0.12211818180301, 0.144190908409655, 0.148918183351105, 0.119927273216573, 0.127454544840889, 0.20032727193426, 0.85969091816382, 0.225081816992976, 0.148590907073495, 0.126599998340349, 0.172545454041524, 0.485372730276801, 0.422490905631672, 0.146645454520529, 0.165790908377279, 0.621618181467056, 0.412327270616185, 0.644154545935718, 0.246290908618407, 0.465636367147619, 0.625327269462022, 0.906736363064159, 0.579527275128798, 0.389081816781651, 0.155990908091719, 0.290254546837373, 0.116336362267082, 0.17271818423813, 0.400790910829197, 0.400154544548555, 0.154963637109507, 0.383918179707094, 0.128500000827692, 0.169463637454266, 0.958345440301028, 0.136754546483809, 0.29494544999166, 0.150136365470561, 0.158327271653847, 0.215118185363033, 0.343390909108249, 0.444227276877923, 0.218972727995027, 0.138372728601098, 0.115454546641558, 0.314581816846674, 0.557645445520228, 0.168909090401774, 0.369181817228144, 0.218536364422603, 0.177054547112096, 0.151354545558041, 0.197263636033643, 0.145018181509592, 0.38536363704638, 0.24629090895707, 0.1225090903992, 0.346672730012373, 0.156099998138168, 0.756799998608502, 0.239263632080772, 0.202309089628133, 0.122827271168882, 0.5816181816838, 0.183427275581793, 1.64954546364871, 0.167690908028321, 0.179572729224508, 0.392781819809567, 0.137554544278167, 0.365681818940423, 0.353363634510474, 0.145672727714885, 0.155745454809882, 0.240799997340549, 0.383581823923371, 0.262390908531167, 0.313745453953743, 0.378036368299614, 0.619863640855659, 0.160009091550654, 0.514254548332908, 0.506799997253851, 0.271800001236525, 0.570900006727739, 0.116581817961891, 0.114699999717149, 0.223645455965942, 0.286718178540468, 0.74673636934974, 0.181672729551792, 0.125372726808895, 0.335436363789168, 0.251290907532993, 0.383345457640561, 1.02706363526258, 0.505709087306803, 0.132227273996581, 0.167718181555921, 0.113390907645226, 0.235390904274854, 0.212136366150596, 0.343718181956898, 0.118272728710012, 0.198172727769071, 0.203409090638161, 0.351672727106647, 0.508354549719529, 0.184581817889755, 0.600699999115684, 0.149063633289188, 0.598209089853547, 0.183354543691332, 0.111354544589465, 1.20463636788455, 0.45410000465133, 0.190563636069948, 0.545599991625005, 0.186936363577843, 0.154618180610917, 0.386672724207694, 0.748027275909077, 0.960309088230133, 0.199363633990288, 0.582390904426575, 0.138709089295431, 0.489945457338101, 0.297009092840281, 0.794018173759634, 0.157863634892485, 0.178599998862906, 0.126500001595229, 1.04109091650356, 0.133263635364446, 0.204281818460334, 0.473027272657915, 0.144654547626322, 0.155018181286075, 0.236854546449401, 0.445981811393391, 0.674372727220709, 0.134418181397698, 0.309454546733336, 0.418299998749386, 0.839509086175398, 0.11526363410733, 0.128127272833477, 0.132827272469347, 0.334109090945937, 0.520718181675131, 0.360672727904537, 0.154181819070469, 0.115754544226961, 0.345109090209007, 0.254172728820281, 0.171518183567307, 0.169090907682072, 0.274490909142928, 0.292772727933797, 0.181827272881161, 0.16476363519376, 0.247890905900435, 0.540327275341207, 0.127481817987494, 0.25740909576416, 0.161854544146494, 0.196972727775574, 0.413436362689192, 1.31525455008854, 0.378136364573782, 0.195109092376449, 0.131600000472231, 0.277918180281466, 0.118918182074346, 0.22397272627462, 0.139927275224843, 0.341763637282632, 0.287363633682782, 1.08140001242811, 0.175336363640699, 0.221836363727396, 0.48796364123171, 0.308409092778509, 0.194127273830501, 0.25393636118282, 0.76674545082179, 0.312581816857511, 0.464990907094695, 0.129645455628633, 0.442627273499966, 0.218936363404447, 0.337218180298805, 1.13882728056474, 0.461354552344842, 0.146190910176797, 1.30985453995791, 0.144236365502531, 0.255118181759661, 0.16536363654516, 0.267872727052732, 0.274972724643621, 0.113218181851235, 0.387272727760402, 0.620409094474532, 0.131663636389104, 0.128918181766163, 0.138281817801974, 0.263509089127183, 0.182136363942515, 0.140845453620634, 0.130636362930421, 0.156218182634224, 0.68143636665561, 0.356090911071409, 0.190381816456052, 0.259490908885544, 0.143599999560551, 0.155381816693328, 0.566672731698914, 1.4507545449517, 0.20589091154662, 0.240418183532628, 0.167381819676269, 0.338881822133606, 0.122427270197394, 0.456627278165384, 0.288672730326653, 0.12024545466358, 0.453045442700386, 0.485245447267186, 0.147381817625666, 0.302299999377944, 0.747963653369383, 0.404936365105889, 0.161872728304429, 0.282145455479622, 0.253227269446308, 0.157481818375262, 0.339545455845919, 0.491327270188115, 0.672554539008574, 0.759145454926924, 0.151527272029357, 0.135809088549153, 0.355818184939298, 0.202463634989478, 0.7200272787701, 0.150763634253632, 0.142418184063651, 0.141772726042704, 0.162027272311124, 0.1113090894439, 0.500254541635513, 0.168809088518504, 0.342881818725304, 0.13595454598015, 0.111209091815082, 0.335400001230565, 0.176218181044202, 0.719427276741375, 0.285863635553555, 0.327036363496022, 0.31116363981908, 0.11427272788503, 0.295290906659581, 1.03810908577659, 0.197154544632543, 0.897272723642263, 0.187536366283894, 0.684409073807976, 0.115300000391223, 0.467672727324746, 0.308590905232863, 0.567027270793915, 0.198299999941479, 0.133763636716387, 0.691654549403624, 0.610454548488964, 1.1288999969309, 0.187754548408768, 0.427999999035488, 0.326200001619079, 1.7213090820746, 0.737999991937117, 0.256200002675707, 0.253509088673375, 0.440472722053528, 0.48704545064406, 0.400672729719769, 0.491736365990205, 0.155490907459435, 0.285736363042485, 0.361054542389783, 0.748709088022059, 0.470981808209961, 0.171099998734214, 0.311163636771115, 0.577318179272962, 0.118327271531929, 1.13377273082733, 0.242772729559378, 0.494763639840213, 0.233945453708822, 0.255054544318806, 0.374390911649574, 0.332818180153316, 0.218736361373555, 0.169627271592617, 0.134799998559174, 0.127945454283194, 0.290490910410881, 0.992618181488731, 0.28163636543534, 0.174972728572109, 0.151400000534274, 0.139054545116695, 0.361999999393116, 0.288290911946784, 0.651209091598337, 0.585736355490305, 0.115445454689589, 0.281109089201147, 0.754109090024775, 0.185936363583261, 0.171163633465767, 0.112645456948402, 0.362918181852861, 0.201436362483285, 0.712236355651509, 0.675736367702484, 0.246818183497949, 0.308318181810054, 0.279372731731697, 0.917527263814753, 0.185900001024658, 0.14001818339933, 0.143481816419146, 0.121618182483045, 0.980027290907773, 0.337199996818196, 0.685536373745311, 1.14357272061435, 0.301645456389947, 0.252436362206936, 0.169345455752178, 0.180736363611438, 0.579454546624964, 0.224518182602796, 0.203054543923248, 0.300745454024185, 0.762300003658641, 0.125809090381319, 0.144472726366737, 0.613490912047299, 0.121063638139855, 0.118136364289305, 0.19099090824073, 0.29273636368188, 0.169318181504919, 0.239136364988305, 0.853345442901958, 1.79222726821899, 0.224318181926554, 0.487263635478236, 0.245254543694583, 0.955363620411266, 0.179336364259308, 0.445527269758961, 0.154500001533465, 0.237645454027436, 0.32395454834808, 0.254745453596115, 0.197700000622056, 0.180336363274943, 0.242236366326159, 0.13386363603852, 0.19232726842165, 0.225899997759949, 0.762127277525989, 0.154918180270629, 0.139209092340686, 0.194854546676983, 0.809645448811352, 0.384363641793078, 0.113563636825843, 0.198100000111894, 0.244672725146467, 0.1563000025397, 0.351609089305963, 0.698409085923975, 1.00227273729714, 0.419681817293167, 0.398900001563809, 0.153981817378239, 0.377545452930711, 0.116872726643289, 2.14640907807784, 0.12353636121208, 1.10586364431815, 0.464363640004938, 0.160799999869513, 0.126281819560311, 0.397172728722746, 0.122509088367224, 0.135109091346914, 0.138909087601033, 0.280581816353581, 0.32800908843902, 0.306063635105436, 1.37788183038885, 0.246445453979752, 0.171927272596143, 0.133800001306967, 0.537209093570709, 0.546245458112522, 0.227209089154547, 0.132572728463195, 0.212499999187209, 0.200627270747315, 0.442909095774997, 0.156000000509349, 0.369963636452501, 0.803636366670782, 0.286245454441417, 0.165872727944092, 1.17999999089675, 0.205545452846722, 0.136063637719913, 0.158927274084735, 0.901200001890009, 0.271781819110567, 0.339036361737685, 0.307299998165532, 0.135945454917171, 0.112463636154478, 0.132163637910377, 0.212363633919846, 0.22799090905623, 0.400900002230297, 0.42049090699716, 0.229272725568576, 0.27721818045459, 0.388454549691894, 0.272754547270862, 0.17458181658929, 0.311072726818648, 1.94729089736938, 0.596509088169445, 0.156318182295019, 0.205900000916286, 0.757100002332167, 0.164936362850395, 0.331690907478333, 0.397000002590093, 0.119763636453585, 0.251545454968106, 0.523254548961466, 0.656927274032073, 0.551954548467289, 0.200827274132859, 0.481681818311865, 0.831736358729276, 0.120818180582401, 0.39816363143142, 0.253481814129786, 0.267445456575264, 0.231627270579338, 0.575154545632276, 0.24478181629357, 0.333709089593454, 0.626172732223164, 0.481372730298476, 0.159590908072212, 0.365299999713898, 0.175909091803161, 0.11528181894259, 0.209927273067561, 0.620736365968531, 0.867054556581107, 0.446336364204233, 0.201636362820864, 0.26590908928351, 0.152218179946596, 0.299518184228377, 0.255945452234962, 0.244636361571875, 0.19304545359178, 0.19007272882895, 0.242472724481062, 0.141099999828095, 0.222600001503121, 0.209972728334833, 0.152363636276939, 0.111363636499101, 0.212963638065214, 0.242645455016331, 0.457327275113626, 0.210245454175906, 0.240309093147516, 0.575518174604936, 0.115654546090148, 0.198018176650459, 0.559572731906718, 0.590409086509184, 0.32629090716893, 0.32718182422898, 0.147190907546742, 0.513999998569489, 0.250945455648682, 0.730381819334897, 0.361745450984348, 0.457263632254167, 0.261299999430776, 0.144799999638715, 0.476518181237307, 0.179000000384721, 0.200218181718479, 0.36805454573848, 0.377390911675651, 0.439954549074173, 0.409718179228631, 0.973100003871051, 0.212518178603866, 0.118309092453935, 0.142027274451473, 0.466345456513492, 0.925154546445066, 0.196109091693705, 0.133890910243446, 1.49808181415905, 0.122481818395582, 0.224690906703472, 0.380300005728548, 0.136654543944381, 0.307036360556429, 0.608154539357532, 0.313845455646515, 0.14593636312268, 0.179454545405778, 0.1612090901895, 0.172436363995075, 0.148727273737842, 0.232009093869816, 0.193663636391813, 0.234390909698876, 0.131900002333251, 0.118072728541764, 0.556990907950835, 0.151699998162009, 0.129363635724241, 0.114463636482304, 0.33485454862768, 0.182054546069015, 0.694463640451431, 0.128136362880468, 0.181690908291123, 0.143999999558384, 0.235854544422843, 0.279545454816385, 1.37633636864749, 0.1511818184094, 0.117409091104161, 0.193345454606143, 0.226172725712372, 0.330545451153408, 0.18616363609379, 0.182263636612333, 0.931881817904386, 0.759445458650589, 0.378145457753404, 0.122036364268173, 0.119090911858207, 0.305327280001207, 0.31842726977034, 0.176545450971885, 0.152963634707372, 0.206981817429716, 0.417018177834424, 0.155436364425854, 0.279490908438509, 0.228290907361291, 0.682727271860296, 0.143690908835693, 0.178409089164978]] ['tcolc_e5_1 outliers', 668, [0.109336365109564, 0.152690908448263, 0.667872737754475, 0.117027274586938, 0.296500001441349, 0.0997090901840817, 0.110309090380642, 0.178899999369274, 0.734927272254771, 0.433390904556621, 0.350972724231807, 0.137036365033551, 0.243281816894358, 0.105709091506221, 0.264054545963352, 0.446945455941287, 1.09741817821156, 0.381727266040715, 0.274445450502257, 0.107372727245092, 0.908500008962371, 0.417454543438825, 0.0986818184398792, 0.101018181470202, 0.655690919777209, 0.115372727709738, 0.135081821502271, 0.581154544245113, 0.550018183209679, 0.713727264241739, 0.236272726546634, 0.141763637350364, 0.154481816867536, 0.855645453388041, 0.11232727156444, 0.281972725960341, 0.173727271231738, 0.108863636512648, 0.0982545455071059, 0.177554545077411, 0.359327270903371, 1.02924545922063, 0.119609089060263, 0.175745451992208, 0.368427272547375, 0.172663635828278, 0.30537273125215, 0.196018186413064, 0.152299999513409, 0.850663632154465, 0.294754545797001, 0.188954545015639, 0.103154545480555, 0.124036364934661, 0.389627275141803, 0.221454547210173, 0.243281818249009, 0.196654548699206, 0.165936360305006, 1.21599999882958, 0.139499997889454, 0.124663636765697, 0.279899997467344, 0.211409091102806, 0.28776363554326, 0.148045454512943, 0.545009084892544, 0.704436367208307, 0.213036359711127, 0.303454544056546, 0.296245457519862, 0.247790910980918, 0.651936360380866, 0.113636363975026, 0.113854544501836, 0.72805453972383, 0.24432727152651, 0.14254545386542, 0.514118185097521, 0.3117818179625, 0.31924546077657, 1.30086363174699, 0.141372726256536, 1.78528181531213, 0.185690910110927, 0.14789090949026, 0.119127272945744, 0.248281814157963, 0.25453636448153, 1.08338182080876, 0.135063637386669, 0.321281821890311, 0.158636364662512, 0.203418178991838, 0.695990909229625, 0.460536366159266, 0.363109088756821, 0.187899998643182, 0.263881820846688, 0.606527271426537, 0.108163638209755, 0.141000000251965, 0.115527272901752, 0.196209090677175, 0.303309089758179, 0.691145458004691, 0.371281816200777, 0.187809089537371, 0.600427267226306, 0.130109090696682, 0.203454544598406, 0.270554545250806, 0.111290909349918, 0.1292181821032, 0.107472728599202, 0.104918181134219, 0.108609091151844, 0.828500013459813, 0.155654544857415, 1.61853634769266, 0.337354545566169, 0.221954547884789, 0.41402727636424, 0.321909088980068, 0.120018182830377, 0.192545450451276, 0.345818181606856, 0.341063637455756, 0.145972726358609, 0.124827272597362, 0.286790907382965, 0.134154546328566, 0.139845454134047, 0.441790905865756, 0.574399999596856, 0.391690909185193, 0.822354541583495, 0.126527272842147, 0.112018181688406, 0.189763637767597, 0.212490911510858, 0.357445462183519, 0.384427272460677, 0.139718182384968, 0.141709088305519, 0.204063636504791, 0.576827276836742, 0.527790909463709, 0.221518180587075, 0.757745444774628, 0.148336363448338, 0.332954544912685, 0.130799999968572, 0.102554546499794, 0.227663639594208, 1.32811818610538, 0.343463636257432, 0.18740000101653, 0.526327279481021, 0.292263638566841, 0.141845456536182, 0.111709090240765, 0.356527271595868, 0.286090909080072, 0.15822727300904, 0.45987273210829, 0.142418181354349, 0.138254543258385, 0.138990907506509, 0.362154546109113, 0.110699999061498, 0.341900000518019, 0.205945454537868, 0.602100001140074, 0.855172720822421, 0.450609097426588, 0.178172727200118, 0.480127277699384, 0.115400001633547, 0.262027274478566, 0.402690909125588, 0.227618181908673, 0.152527273256882, 0.138836361806501, 0.125709090000865, 0.709836363792419, 0.134727273729037, 0.481227273290808, 0.620772724801844, 0.345154544169253, 0.184809092093598, 0.110545455393466, 0.183690906840969, 0.291536363688382, 0.431318178772926, 0.371581815860488, 0.142618182369254, 0.186181816187772, 0.123436363223432, 0.171545454724268, 0.144081818786534, 0.264445455914194, 1.12657272815704, 0.479172726923769, 0.246390906924551, 0.28410909392617, 0.419781817631288, 0.251609089699659, 0.112209090116349, 0.889963643117385, 1.00498180497776, 0.673209076577967, 0.0970636375925758, 0.356499997052279, 0.136800001460043, 0.607736351476474, 0.288063631139018, 0.583245456218719, 0.117190908979286, 0.321863639083776, 0.192909089001742, 0.384399996562438, 0.373172722079537, 0.233918181874535, 0.105763636190783, 0.34797272763469, 0.111545454033396, 0.506463636051525, 0.205536367016479, 0.107845454730771, 0.270154546607624, 0.547581818970767, 0.137118183753707, 0.156454546207731, 0.12199999933893, 0.104809089055793, 0.171563635495576, 0.21070000495423, 0.15732727216726, 0.682290906933221, 0.100772726264867, 0.197099999947981, 0.437445452267473, 0.229427273469892, 0.114500000141561, 0.51485455730422, 0.512399998578158, 0.152581818063151, 0.198536363176324, 0.211009092120962, 0.506472725759853, 0.0993000014939091, 0.42297273027626, 0.387499996206977, 1.14440908079798, 0.291563635861332, 0.175054546784271, 0.151863637464968, 0.182990909300067, 0.214054541154341, 0.14040000194853, 0.444218189878897, 0.364281816408038, 0.151581816713918, 0.147336361083117, 0.169572728262706, 1.01606364954602, 0.12632727148858, 0.132818180729042, 0.468909092924812, 0.508954552086917, 0.248918181962588, 0.318536360832778, 0.306090910326351, 0.697845453565771, 0.357945458455519, 0.415381821719083, 0.431872734969312, 0.157836363396861, 0.415027270262892, 0.625509094108235, 0.37535455010154, 0.260281817479567, 0.770136361772364, 0.208854545923797, 0.424436363306913, 0.256427273831584, 0.173281821337613, 0.143699998205358, 0.176872729577801, 0.368290909311988, 0.464599996805191, 0.221136364069852, 0.254054542292248, 0.450236363844438, 0.147145454856482, 0.0998727263649926, 0.240890907631679, 0.312481813810088, 0.11805454573848, 0.174972729249434, 0.116481817242774, 0.119000000032512, 0.104554545134306, 0.182072726162997, 0.229890907352621, 0.142736362208697, 0.122981817271052, 0.134899999946356, 0.164790905998829, 0.318718182769689, 0.129218183182688, 0.306399999694391, 0.209754543802278, 0.473936369134621, 0.138890907845714, 0.191500001332977, 0.885327282277021, 0.488654551350258, 0.119618181647225, 0.219663634388284, 0.123518181668425, 0.253345455635678, 0.148900002313894, 0.349172726358202, 0.634490913965485, 0.282345456155864, 0.132381818172607, 0.327700000340966, 0.100854547694325, 0.541790899905292, 0.161409091543068, 0.112472726201469, 0.151145455342802, 1.95665457031944, 0.21827272799882, 0.225818182934414, 0.211245456202464, 0.163227272304622, 0.187445453283462, 0.3456999971108, 0.237500001761046, 0.684672729535536, 0.161763634194027, 0.213618187403137, 0.207836363210597, 0.361863635512154, 1.08999091386795, 0.163945455442775, 0.261509089984677, 0.654400000518018, 0.207836360247298, 0.250736361200159, 0.382281818850474, 0.181990912014788, 0.148190913002261, 0.12561818246137, 0.336154542186043, 0.136454544368793, 0.361263632774353, 0.389999997886744, 0.348972725766626, 0.772018180652098, 0.335381821813908, 0.19512727484107, 0.163972726599737, 0.163509090134705, 0.757090907205235, 0.644727280194109, 0.128318181430752, 0.219581814652139, 0.342963635244153, 0.220972724936225, 0.632081822915511, 1.3921545418826, 0.192818183113228, 0.178972727873109, 0.11247272755612, 0.507600004022772, 0.893045457926663, 1.68611818010157, 0.444854548031634, 0.438063637776808, 0.206645456227389, 0.312136358454485, 0.175272726030512, 1.12884546409954, 0.69802726669745, 0.427136367017573, 0.720772726969285, 0.237636364996433, 0.235545456652868, 0.833800009705804, 0.128109089945528, 0.105254545299844, 0.660981817678972, 0.0974090898578817, 0.340681818398562, 0.502427275885235, 0.166936363686215, 0.26894545826045, 0.4572181830352, 0.10400909117677, 1.01156364245848, 0.0982000018385324, 0.18389999917285, 0.100472727621144, 0.415609094229612, 0.194872726093639, 0.702972731468352, 0.160945452749729, 0.167172726582397, 0.157472727142952, 0.299290909008546, 0.27450000426986, 0.831836361776699, 0.170799999243834, 0.101618181236766, 0.18325454602018, 0.294436360624704, 0.128490910442038, 0.143772728233175, 0.871681820262562, 0.686636367982084, 0.196563636714762, 0.392200006849386, 0.130681818181818, 0.362400000914931, 1.17760000572625, 0.238890913399783, 0.13897272656587, 0.143281816758893, 0.20929090695625, 0.155572727661241, 0.167509091171351, 0.111481818963181, 1.34017272970893, 1.16500909220089, 0.906254546208815, 0.16275454263351, 0.164927273311398, 0.631400008093227, 0.338745453818278, 0.405472736467015, 0.28007272766395, 0.131900001401928, 0.160318184982647, 0.466636366464875, 0.122727272984445, 0.198872729458592, 0.215927273035049, 0.109200000424277, 0.507818188179623, 0.744627275250175, 0.159627272662791, 0.10520909150893, 0.425181819634004, 0.183836361901327, 0.104863635179671, 0.343000000173395, 0.236327270215208, 0.181190906007859, 0.795990911397067, 1.39182727445256, 0.565099995244633, 0.202918181365187, 1.56118182702498, 1.05551818555052, 0.143263634971597, 0.162718180736358, 0.105318182105706, 0.310036363926801, 0.336600001562725, 0.249372731555592, 0.173218181864782, 0.746699999679219, 0.241900004107844, 0.261399992487647, 0.346081819046627, 0.215845453468236, 0.520445448939096, 0.682890903543342, 0.912490904331207, 0.243981817906553, 0.408500004390424, 0.290445451561192, 0.698200014504519, 0.228681819682772, 0.552290916104208, 0.243545457382094, 0.444036357782104, 1.46396362781525, 0.481118181889707, 0.264909091320905, 0.257845452563329, 0.546854542060332, 0.139900000935251, 0.447909092482984, 0.252518180419098, 0.257636361501434, 0.182309091091156, 1.46084544875405, 0.103863635523753, 0.143236364153298, 0.141881819475781, 0.21774545582858, 0.216227272694761, 0.592736366120252, 0.112836363640699, 0.219963637773286, 0.2473727254705, 0.106445454399694, 0.198081819171255, 0.235736363313415, 0.46412726288492, 0.194581816142256, 0.304745451250876, 1.08564546433362, 0.540581814267419, 0.100790909068151, 0.137036363170906, 0.922936348075217, 0.266936359757727, 0.259318180636249, 0.157354546541517, 0.101836363869635, 0.10027272914621, 0.136027275245975, 0.137345454232259, 0.155527271436189, 0.0989636378362775, 0.359972730278969, 0.434963641688228, 0.217936362563209, 0.247618183493614, 0.743809101256457, 0.237390914508565, 0.328472732142969, 0.211181819438934, 0.225509090857072, 0.682000003077767, 0.23651817982847, 0.273363637653264, 0.212490910833532, 0.162172728641467, 0.236027271232822, 0.110172727060589, 0.676490905609998, 0.20773636278781, 0.470918183976954, 0.224736364389008, 0.438963639465245, 0.478081821040674, 0.240590906955979, 0.494618182832544, 0.225454545833848, 0.20845454660329, 0.307036360556429, 0.233381817286665, 0.772054547613317, 0.253118180415847, 0.745309098200365, 0.22848181900653, 0.204181821508841, 0.174790907312523, 0.484618188305335, 0.19715454429388, 0.626227270473133, 0.176590911366723, 0.219190906394612, 0.132281818173148, 0.117927272211422, 0.160727270286192, 0.110572727905078, 0.227763634513725, 0.110872728242116, 0.307190905917775, 0.639090908521956, 0.676400006928651, 0.345100001939996, 0.625118183141405, 0.164681820495223, 0.114118180491708, 0.94830909371376, 0.112872726876627, 0.399718178944154, 0.249218182130293, 0.423636359247294, 0.341390905055133, 0.372990907593207, 0.234681816940958, 0.413009094921025, 0.151100001043894, 0.209536362100731, 0.361672721125863, 0.111718180504712, 0.421072732318531, 0.152536362409592, 0.0983636369082061, 0.401236364787275, 0.315909090536562, 0.484472725879062, 0.171145451678471, 0.333618184382265, 0.274645454334942, 0.638109091161327, 0.121154545213688, 1.05853635614569, 0.194972730495713, 0.233054547147317, 0.483827271244743, 0.226154544136741, 0.118263637477701, 1.2697454420003, 0.109572727233171, 0.156190910799937, 0.253127274526791, 0.260454546660185, 0.495618180795149, 0.106590908359398, 0.121381818570874, 0.097972726280039, 0.283127271316268, 0.133054544979876, 0.221018180928447, 0.247563635761088, 0.109427270902829, 0.112609089775519, 0.192818180742589, 0.199581816792488, 0.478009092028845, 0.1144818182696, 0.220309093594551, 0.144745452837511, 0.114836363968524, 0.305199999700893, 0.120745456015522, 0.311436365951191, 0.149254545146091, 0.27236364104531, 0.269536366178231, 0.366745452989231, 0.208936366845261, 0.212781815366311, 1.09835454279726, 0.099145453391512, 0.525400001894344, 0.110109091143716, 0.251754546707327, 0.353336364030838, 0.679227270270613, 0.220690904185176, 0.311245450919325, 0.15121817944402, 0.566763628612865, 0.145899998193437, 0.534800000912087, 0.173781818625602, 0.246145454997366, 0.266454539515755, 0.104372728869996, 0.122227274558761, 0.494109091433612, 0.107054543766108, 0.192618184468963, 0.816790900447152, 0.144990911029957, 0.160354543974708]] ['tmax_2m1_1 outliers', 0, []] ['tmax_2m2_1 outliers', 0, []] ['tmax_2m3_1 outliers', 0, []] ['tmax_2m4_1 outliers', 0, []] ['tmax_2m5_1 outliers', 0, []] ['tmin_2m1_1 outliers', 0, []] ['tmin_2m2_1 outliers', 0, []] ['tmin_2m3_1 outliers', 0, []] ['tmin_2m4_1 outliers', 0, []] ['tmin_2m5_1 outliers', 0, []] ['tmp_2m_1_1 outliers', 0, []] ['tmp_2m_2_1 outliers', 0, []] ['tmp_2m_3_1 outliers', 0, []] ['tmp_2m_4_1 outliers', 0, []] ['tmp_2m_5_1 outliers', 0, []] ['tmp_sfc1_1 outliers', 0, []] ['tmp_sfc2_1 outliers', 0, []] ['tmp_sfc3_1 outliers', 0, []] ['tmp_sfc4_1 outliers', 0, []] ['tmp_sfc5_1 outliers', 0, []] ['ulwrf_s1_1 outliers', 0, []] ['ulwrf_s2_1 outliers', 0, []] ['ulwrf_s3_1 outliers', 0, []] ['ulwrf_s4_1 outliers', 0, []] ['ulwrf_s5_1 outliers', 0, []] ['ulwrf_t1_1 outliers', 0, []] ['ulwrf_t2_1 outliers', 0, []] ['ulwrf_t3_1 outliers', 0, []] ['ulwrf_t4_1 outliers', 0, []] ['ulwrf_t5_1 outliers', 0, []] ['uswrf_s1_1 outliers', 401, [0.181818181818182, 0.363636363636364, 0.545454545454545, 0.545454545454545, 1.0, 1.0, 1.0, 1.0, 0.363636363636364, 0.727272727272727, 0.818181818181818, 1.0, 1.0, 1.0, 0.909090909090909, 0.636363636363636, 0.181818181818182, 1.0, 1.0, 0.909090909090909, 1.0, 0.909090909090909, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.545454545454545, 0.0909090909090909, 1.0, 0.181818181818182, 0.0909090909090909, 0.181818181818182, 1.0, 0.909090909090909, 0.636363636363636, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.636363636363636, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.545454545454545, 0.727272727272727, 1.0, 0.909090909090909, 0.636363636363636, 1.0, 0.0909090909090909, 1.0, 0.727272727272727, 0.363636363636364, 0.181818181818182, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.272727272727273, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.363636363636364, 0.363636363636364, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 0.0909090909090909, 1.0, 1.0, 0.909090909090909, 0.727272727272727, 0.181818181818182, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 0.181818181818182, 1.0, 0.454545454545455, 1.0, 0.363636363636364, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.818181818181818, 0.545454545454545, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 0.636363636363636, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.818181818181818, 0.454545454545455, 0.727272727272727, 0.454545454545455, 1.0, 1.0, 0.0909090909090909, 0.727272727272727, 1.0, 1.0, 1.0, 0.636363636363636, 0.0909090909090909, 0.909090909090909, 0.636363636363636, 1.0, 0.272727272727273, 0.181818181818182, 0.909090909090909, 1.0, 0.909090909090909, 1.0, 0.636363636363636, 1.0, 0.272727272727273, 1.0, 0.909090909090909, 1.0, 1.0, 0.181818181818182, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0909090909090909, 1.0, 1.0, 1.0, 1.0, 0.181818181818182, 0.181818181818182, 1.0, 1.0, 0.818181818181818, 0.909090909090909, 1.0, 0.181818181818182, 1.0, 0.0909090909090909, 1.0, 0.727272727272727, 0.636363636363636, 1.0, 0.818181818181818, 1.0, 1.0, 1.0, 0.909090909090909, 0.909090909090909, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.181818181818182, 0.0909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.636363636363636, 1.0, 1.0, 0.636363636363636, 0.636363636363636, 0.727272727272727, 0.181818181818182, 0.0909090909090909, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.545454545454545, 0.727272727272727, 0.636363636363636, 0.0909090909090909, 1.0, 0.909090909090909, 0.909090909090909, 1.0, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.363636363636364, 0.545454545454545, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 1.0, 0.727272727272727, 0.545454545454545, 1.0, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0909090909090909, 0.0909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.181818181818182, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 0.0909090909090909, 0.0909090909090909, 0.636363636363636, 0.363636363636364, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 0.727272727272727, 1.0, 0.909090909090909, 1.0, 1.0, 0.818181818181818, 0.363636363636364, 0.181818181818182, 0.818181818181818, 0.363636363636364, 0.0909090909090909, 0.0909090909090909, 0.909090909090909, 0.0909090909090909, 0.0909090909090909, 1.0, 0.545454545454545, 0.909090909090909, 0.0909090909090909, 1.0, 0.727272727272727, 0.636363636363636, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.181818181818182, 1.0]] ['uswrf_s2_1 outliers', 0, []] ['uswrf_s3_1 outliers', 3, [190.545454545455, 192.636363636364, 184.636363636364]] ['uswrf_s4_1 outliers', 35, [238.363636363636, 247.272727272727, 227.636363636364, 246.454545454545, 322.727272727273, 382.181818181818, 334.090909090909, 325.818181818182, 256.181818181818, 241.0, 260.545454545455, 306.363636363636, 240.363636363636, 292.272727272727, 229.0, 281.454545454545, 227.545454545455, 239.818181818182, 304.272727272727, 327.818181818182, 450.636363636364, 377.909090909091, 343.090909090909, 278.909090909091, 236.454545454545, 246.545454545455, 319.818181818182, 289.090909090909, 324.636363636364, 263.636363636364, 250.909090909091, 292.727272727273, 274.909090909091, 244.545454545455, 255.727272727273]] ['uswrf_s5_1 outliers', 9, [229.272727272727, 270.272727272727, 218.818181818182, 220.363636363636, 221.090909090909, 313.909090909091, 242.090909090909, 223.090909090909, 239.727272727273]] ['salida outliers', 0, []] [['apcp_sf1_1 outliers', 839, [1.11909090930765, 0.358181819997051, 2.46363633329218, 0.510000003332442, 1.12363637577404, 26.886363549666, 0.942727267742157, 1.08727271990343, 11.872727134011, 0.358181823383678, 0.2845454569906, 4.84181818095121, 6.9500000260093, 5.18909092382951, 7.09727272120389, 0.916363634846427, 0.448181818832051, 3.9127273153175, 3.16363642432473, 1.2427272695032, 2.06454543633894, 6.27000004188581, 1.0327272862196, 0.31909091161056, 2.17272726785053, 0.876363634724509, 2.17636364630678, 0.487272722815925, 1.37545453960245, 1.01727271080017, 0.504545454274524, 1.41818179122426, 8.4618182182312, 1.12727272510529, 4.05181815881621, 0.94454545324499, 4.33272725885565, 0.670000000433488, 0.358181819997051, 0.418181818994609, 10.9018183621493, 0.512727274474773, 3.700909094377, 5.45909088308161, 0.351818186992949, 1.35636362907561, 0.296363632787358, 0.409090909768235, 6.56000002947721, 6.44272729483518, 2.39000003039837, 1.08272727240216, 3.78181821649725, 0.45545454594222, 3.58909089998765, 3.91545449603688, 0.572727272456342, 1.75636361945759, 1.90000000866977, 0.463636354966597, 4.7136363549666, 1.68636362119154, 6.22545459053733, 3.92181821302934, 1.46545452421362, 28.6190910339355, 0.390909087928859, 0.367272729223425, 0.639090915972536, 0.313636367971247, 2.27272728356448, 2.30454544587569, 0.525454550981522, 4.22181820869446, 7.90272734381936, 0.300909101963043, 0.330909093672579, 0.504545450210571, 0.292727279392156, 1.77090911973606, 0.79818180474368, 0.424545458771966, 2.80545456842943, 0.641818176616322, 17.1690908778797, 1.97272727706216, 0.539090902290561, 2.97454549914057, 0.378181820566004, 2.07272729548541, 1.23545454848896, 7.32181820002469, 0.565454542636871, 0.80727272819389, 2.13000000606884, 0.357272728600285, 0.770909078249877, 0.779090911149979, 6.95636356960643, 0.65727273137732, 18.6727274114435, 0.543636381287466, 0.83545454997908, 0.76272727413611, 2.72636364180256, 2.11636363918131, 0.717272729020227, 5.15181822126562, 0.322727283293551, 10.397272716869, 0.41454545611685, 2.42818182554435, 0.502727262675762, 2.5536363883452, 2.6454545584592, 0.37454545091499, 1.98636362769387, 1.0618181926283, 19.4163636727767, 13.7645454840227, 1.44727270440622, 1.67000000585209, 4.53909091515975, 6.80181812833656, 3.49999995123256, 1.20636362108317, 20.0018183101307, 3.71818180517717, 0.645454550331289, 0.434545450081879, 1.57636363397945, 1.32272725755518, 5.3500000780279, 0.878181817856702, 1.9018181995912, 0.44545455141501, 1.09636363658038, 0.473636364394968, 0.384545461698012, 0.370909094810486, 1.48909089782021, 0.391818182034926, 0.429999999024651, 1.70454546538266, 12.6972728209062, 1.13818182254379, 1.67727274244482, 6.99363639137962, 0.372727276249365, 3.55636366930875, 0.534545455974611, 2.29363635961305, 0.414545457471501, 3.86363630945032, 0.530909104611386, 9.36272725191983, 0.84272725998678, 0.483636368404735, 1.40090907161886, 1.24818180907856, 2.66545453938571, 10.9272726232355, 9.63181829452515, 1.5727272819389, 2.32999999668788, 0.347272736613046, 2.20727270164273, 1.33363635431636, 0.427272729236971, 0.869999988512559, 2.52545454285362, 0.816363638774915, 1.82909093255346, 0.343636370517991, 0.34545454450629, 1.64818180149252, 0.367272731932727, 19.2481820366599, 4.26909083669836, 1.68454544110732, 0.702727283943783, 27.2272729006681, 0.445454555478963, 0.414545446464961, 3.20454548705708, 2.01909091255882, 0.551818183877251, 4.35909090258858, 0.383636361834678, 2.20909091559323, 2.44818179173903, 1.28181817585772, 1.27272725647146, 0.877272725105286, 1.83545451001687, 0.32363636656241, 1.26000000942837, 0.372727277604016, 0.350000003522093, 1.98545454307036, 13.6281818910079, 5.66999996792186, 0.280909093943509, 0.374545455656268, 0.276363636959683, 0.467272728681564, 1.52909089760347, 1.22272726080634, 0.873636367646131, 1.12090907313607, 1.17272727597844, 15.347272829576, 1.45272728529843, 3.53181817314842, 0.305454548109661, 1.92454544522546, 2.6090909296816, 0.899999991736629, 0.311818187887018, 0.554545464840802, 6.33545455065641, 0.572727272456342, 3.12363638661125, 5.0236363844438, 0.404545453461734, 15.4318182685158, 0.654545466330918, 7.28454550829801, 12.6254546425559, 2.94909093596719, 0.986363633112474, 4.02727274461226, 9.77363640611822, 8.0363635149869, 5.95454542203383, 0.672727274623784, 4.68272729353471, 1.99272729050029, 3.63181815906004, 0.750909109007229, 18.9118181575428, 0.410000006583604, 1.50272727283564, 0.686363633383404, 4.88363636352799, 0.390909096056765, 1.22000000558116, 8.08181806044145, 0.770909079096534, 2.35636362162503, 0.920000000433488, 5.42272721637379, 1.27000001343814, 3.19636364281178, 5.18181818181818, 9.32363627173684, 1.88000002232465, 3.06818181818182, 0.430000000379302, 5.72545456886292, 0.722727279771458, 8.76636370745572, 2.24181819910353, 9.17636368491433, 1.549090905623, 6.32999996705489, 1.96727270429785, 0.420909092507579, 2.23727270689878, 13.8454544760964, 11.0963635878129, 9.75454551523382, 5.13999999653209, 1.89090909470211, 0.548181827603416, 0.283636360005899, 7.75454558025707, 0.619090906598351, 2.11999998648058, 0.591818186369809, 1.29000000520186, 1.19999999078837, 2.80909091776068, 1.45545453375036, 3.46272729743611, 4.33636366237294, 0.770000008019534, 0.350000003522093, 0.513636361468922, 13.8272727619518, 2.59909090128812, 1.02727273377505, 0.500000005418604, 24.881818077781, 3.58181819048795, 5.19090906056491, 2.42636363072829, 4.42727264490995, 0.278181826526468, 4.77000004594976, 1.38272729245099, 2.00363634933125, 0.327272732826796, 0.318181824277748, 0.282727275890383, 0.537272729656913, 1.03454543514685, 4.12545453418385, 1.02999999577349, 0.317272732203657, 0.930000007152557, 0.685454539277337, 0.293636370788921, 1.77181817184795, 3.00545454025269, 2.30454544587569, 5.54818175055764, 0.396363645792007, 0.497272731228308, 0.754545458338477, 1.2554545592178, 1.49090910499746, 1.22909091633152, 4.54818181558089, 9.58818190748041, 2.29181817444888, 3.50272731347518, 6.21818191083995, 10.130909096111, 2.95272726904262, 8.49818181991577, 6.55181815407493, 2.35999997976151, 1.84636362574317, 0.428181829100305, 0.720909096300602, 0.370909090238539, 3.09090905924412, 0.997272753241387, 3.09909093379974, 2.62636362422596, 0.309090915051374, 0.919999998401512, 8.36181820522655, 0.370000002228401, 0.358181825754317, 0.349090909924019, 0.441818183795972, 1.55999999967488, 1.13818181373856, 0.319090915674513, 15.5790910287337, 0.515454542907802, 2.2918181961233, 0.487272727218541, 0.628181820566004, 2.44181817770004, 6.47181814367121, 6.49818179824136, 10.4854546460238, 3.71818185936321, 0.715454563498497, 2.00000001219186, 5.19363635507497, 2.68545454334129, 0.555454549464312, 0.345454549247568, 0.362727272747592, 0.434545451944525, 1.51272724433379, 2.77636367082596, 0.798181812871586, 2.87818182869391, 0.957272730090401, 1.8890909281644, 0.647272724996914, 0.492727282372388, 0.795454548163848, 10.8654546304183, 10.5163635774092, 1.81818181276321, 4.47636363723061, 2.79636362465945, 2.19818183508786, 0.956363640048287, 3.94727277755737, 10.3209091533314, 1.61454543742267, 0.336363639343869, 0.370000007477674, 0.65727271546017, 0.866363633762706, 0.373636361211538, 9.27090909264304, 0.350909093564207, 0.289090912450444, 0.559090906923467, 15.5772725018588, 2.8718181821433, 0.295454548163847, 7.1936363957145, 2.2618181922219, 1.49818181720647, 6.83909097584811, 3.97272732041099, 2.10727274959738, 0.381818186153065, 0.378181824629957, 0.616363636133346, 3.82272731174122, 1.05272726121951, 0.357272720472379, 0.280000006272034, 2.58181819048795, 1.31545455076478, 0.810909087346359, 0.310000001029535, 0.540909097445282, 1.13818181373856, 0.422727270559831, 5.56454540924592, 4.010909113017, 0.768181809647517, 9.92909084666859, 0.520000001246279, 4.14727278189226, 0.485454540022395, 0.666363643143665, 0.812727268446576, 0.501818178898909, 5.38090909882025, 2.30636364221573, 1.28000000186942, 1.60454546118324, 34.428182255138, 1.62090908397328, 0.87272726947611, 0.748181814497167, 5.0563636042855, 0.36454545638778, 0.475454547019167, 0.40636363693259, 0.7436363697052, 24.0490908189253, 4.299090905623, 0.933636355129155, 12.3518181714145, 10.6827272935347, 10.1236363540996, 3.33909091082486, 1.00363636558706, 0.751818182116205, 0.5, 2.78909091515975, 1.9300000295043, 0.520909092643044, 1.81818183443763, 2.67000004378232, 7.02999994971535, 2.5054545619271, 4.4654544971206, 12.1045455932617, 0.477272728627378, 2.46818181601438, 3.84818186543205, 0.923636371439153, 6.17818183519624, 4.43999997052279, 0.564545464786616, 1.38727272623642, 0.343636366284706, 7.80454548922452, 2.32272724062204, 0.621818182143298, 0.43181818655946, 0.428181818940423, 0.956363646144217, 11.5027272918008, 2.718181848526, 0.651818191463297, 3.13454548879103, 3.87363637577404, 12.6245454874906, 8.5736363584345, 1.96727271513505, 0.338181824169376, 0.945454540577802, 0.35363636131991, 2.40000002221628, 0.412727276371284, 0.419090912592682, 1.52818181297996, 6.07090906663375, 0.544545445929874, 0.711818182671612, 1.42000000314279, 0.950909094376998, 1.28818182308565, 6.4045454074036, 3.54636365717108, 0.695454544641755, 4.45090907270258, 1.13272726789794, 0.328181820836934, 0.717272715135054, 2.1345454508608, 1.1890909075737, 0.343636365099387, 2.21090907400305, 5.70909096977927, 0.596363641998985, 0.285454547540708, 7.42818190834739, 1.0181818225167, 3.00454541769895, 0.357272731986913, 0.761818186803298, 4.79090907356956, 3.25545451857827, 11.0663635513999, 0.338181820782748, 0.627272719686682, 12.7418182546442, 0.593636366454038, 0.402727274054831, 3.53545460917733, 3.54818184809251, 0.47181818431074, 0.340909093618393, 7.04545463215221, 2.81818182901903, 0.346363639289683, 0.573636358434504, 0.698181813413447, 0.535454545508732, 0.419090910391374, 0.840909085490487, 0.350000004876744, 6.88272723284635, 2.47181821004911, 0.647272719578309, 0.507272725755518, 0.57727272469889, 0.286363641646775, 2.29181816361167, 2.81454546292397, 3.57090910998258, 0.355454549532045, 3.85999997095628, 12.5172726024281, 2.66818179867484, 6.52090913599188, 0.806363643401048, 1.46272731165994, 0.985454542393034, 3.5990909487009, 1.44545454464175, 0.578181817619638, 0.432727274569598, 0.371818187053908, 1.97363636642694, 0.469999996775931, 0.304545453326269, 0.372727272862738, 1.42909090644257, 2.73090907118537, 1.36272725208916, 1.09909091263332, 0.846363658932122, 1.6090909188444, 1.94727273149924, 0.502727265554396, 0.83090910112316, 0.856363646686077, 6.52454535527663, 3.41727274656296, 6.27818192677064, 1.4072727188468, 0.80272727933797, 0.524545455520803, 0.794545458121733, 0.462727270173756, 4.01818187128414, 1.91454543850639, 4.89818180691112, 0.748181817206469, 3.71818180517717, 1.47999998385256, 1.37999999523163, 4.54727270386436, 2.35454545237801, 4.78090906143188, 1.78909089890393, 0.595454554666172, 5.79090907356956, 5.19090906056491, 0.346363641998985, 13.2372727827592, 2.9636363549666, 0.561818175356496, 2.93727271123366, 1.39363635399125, 1.42000000585209, 2.77727272293784, 2.99090909957886, 5.25454543937336, 0.300909092819149, 0.615454552695155, 2.31000001864, 4.43090911345048, 18.0500000173395, 2.12727271968668, 1.05454546077685, 6.04727268218994, 0.94181817363609, 17.0254546512257, 7.24636363983154, 3.67545450817455, 5.69272727316076, 0.56818182698705, 0.836363636634567, 0.71909089860591, 0.654545460912314, 1.98090908066793, 1.61545455049385, 3.93818176876415, 0.376363628967242, 1.04818181016228, 1.07454544847662, 0.808181816881353, 4.68090905926444, 0.383636364205317, 11.3381817557595, 0.908181810920889, 0.401818182658065, 0.451818183911118, 0.64090908928351, 1.55454544587569, 1.50000001083721, 0.383636366237294, 1.55999998612837, 4.5372727134011, 1.05909091234207, 0.494545460255309, 7.3854545138099, 0.527272728356448, 0.717272725972262, 1.94545455209234, 1.22727272727273, 1.64909092404626, 1.24636364525015, 0.344545459205454, 0.316363640806892, 3.00727275284854, 2.34727272662249, 0.27636364034631, 3.2372727394104, 0.329090916297653, 3.29909091646021, 0.300000008534301, 10.9727273420854, 0.415454543449662, 0.408181814307516, 0.807272726839239, 1.58636363527992, 5.94636360081759, 28.5954546494917, 2.13000003316186, 11.2090908830816, 0.620909093455835, 1.82181815396656, 2.52909092469649, 1.84727271375331, 4.93909092382951, 5.48000001094558, 0.970909079367464, 1.52727273411371, 0.425454551354051, 5.2727273106575, 5.6000000780279, 1.43181819265539, 5.59545450318943, 0.409090911122886, 0.889090903780677, 0.522727274081924, 0.44636363231323, 0.329090908508409, 1.38818181577054, 5.12272724238309, 0.658181829208678, 14.280909169804, 10.2554544318806, 0.331818187439984, 0.277272733436389, 15.3609093752774, 0.572727271101692, 11.4345455169678, 0.573636363853108, 0.752727274528959, 1.68727271665226, 0.690909091383219, 0.890000007369302, 0.272727274081924, 1.36363635821776, 2.88181815364144, 1.13727272640575, 12.2772727012634, 0.52818181568926, 2.53636360168457, 0.646363643082705, 1.06636364351619, 1.24909090724858, 1.1709090904756, 0.545454535294663, 2.151818188754, 1.45727273550901, 1.58181817965074, 20.5709091533314, 0.842727276411923, 0.689999989487908, 0.274545454843478, 0.71727273680947, 0.31636364182288, 5.62727271426808, 0.285454548218034, 3.6363635930148, 0.495454548434778, 3.23181813413447, 3.70272728529843, 0.752727256410501, 0.60818183218891, 2.73818184028972, 0.517272724346681, 1.30636362595992, 0.309090917760676, 0.420909096571532, 0.955454552715475, 1.85545454242013, 2.78636365587061, 2.53090909936211, 1.64000001397323, 0.96181818114763, 7.66909087787975, 0.301818181167949, 9.62090912732211, 5.57545457069169, 5.7145453305407, 1.69090904413976, 2.56727269020948, 3.18272729319605, 1.4636363549666, 4.65818181904879, 0.340909094295718, 0.693636360493573, 0.572727283632213, 1.42181816697121, 0.994545455683361, 9.50909090042114, 13.6800001317805, 1.11454545503313, 9.01181812719865, 0.354545451023362, 3.55818183855577, 1.73454546657476, 0.639090915972536, 15.7463636398315, 0.372727280313318, 0.505454549735243, 0.571818186478181, 3.65272724628448, 3.13272725452076, 0.700909078629179, 0.579999999566512, 3.34818184917623, 2.7263636263934, 2.05727270516482, 5.36636363376271, 0.370000003413721, 0.491818178783764, 6.73363631421869, 3.41363633762706, 6.47545450383967, 2.12454541163011, 1.25727272033691, 7.24727275154807, 2.13090910694816, 12.5490909923207, 2.57909092036161, 0.314545457336036, 0.527272727679123, 4.45181822776794, 2.00818182121624, 0.304545459422198, 0.73818181285804, 0.406363638964566, 0.321818190542134, 0.340909089385108, 0.530909084460952, 0.395454549653964, 1.76999999176372, 1.93363638899543, 0.309090919115327, 1.34999999268488, 10.0836365114559, 4.67545449733734, 1.21727273816412, 1.37727271968668, 0.857272721149705, 3.24272724173286, 2.85454549572685, 5.42181822386655, 7.73272734338587, 0.28727273168889, 1.07090908018025, 2.16272724216635, 3.7754545211792, 0.457272729413076, 0.592727268114686, 8.67090918801048, 0.651818182488734, 0.324545455927199, 5.36545460874384, 43.009090423584, 0.433636364103718, 4.21272725544193, 0.825454554774544, 0.752727266739715, 2.75181816111911, 0.491818179969083, 1.83636364340782, 3.07454544034871, 3.38999998027628, 7.50000004334883, 0.472727268764918, 12.8700001890009, 2.30727272683924, 0.368181815201586, 0.566363640129566, 1.93454546278173]], ['apcp_sf2_1 outliers', 817, [0.662727277387272, 0.514545450833711, 1.86454544825987, 0.135454544966871, 0.410000004551627, 0.651818187230013, 0.522727272727273, 0.213636362586509, 0.258181818506934, 0.240000001408837, 0.279999999837442, 0.25545454567129, 1.90363635800102, 0.216363634236834, 2.55181818658655, 0.290909093889323, 0.180000000379302, 0.290909091180021, 4.90181814540516, 0.559999993578954, 0.572727274488319, 2.53909091515975, 0.319090912287885, 1.4518181627447, 0.6409090843729, 0.690000001679767, 0.340000002052296, 1.61818182739345, 1.56363636255264, 0.582727275788784, 0.895454539494081, 0.496363626623696, 0.52272726256739, 0.308181815526702, 0.141818185421554, 0.182727276770906, 0.832727262242274, 2.35727271708575, 0.824545461853797, 0.157272724096071, 0.217272725972262, 0.451818176968531, 0.160000001842325, 0.190909092229876, 0.512727271426808, 1.59999998608096, 0.861818175424229, 0.153636360540986, 1.19181817905469, 0.27181818403981, 0.289090904322538, 0.503636362877759, 0.242727270180529, 1.8727272532203, 0.420909087766301, 0.500000005249273, 0.517272732474587, 4.68545452031222, 2.18999998136, 0.145454545082016, 0.143636363812468, 6.68454545194452, 4.77636362205852, 0.172727271575819, 0.21090909296816, 0.579999999566512, 1.06454544988545, 0.352727275003086, 0.159090906381607, 0.617272729223425, 0.153636364096945, 0.594545451077548, 6.76999998092651, 0.320000000975349, 0.510909091342579, 0.270909093997695, 0.136363636363636, 0.338181820782748, 0.351818180727688, 0.930000006983226, 0.291818186640739, 0.160000003196976, 0.133636364882643, 0.224545455791733, 16.8463636745106, 0.139090908860618, 0.215454542162743, 0.416363642466339, 0.431818178770217, 0.159090907736258, 0.74545453150164, 0.791818182576786, 0.159999999810349, 0.346363631839102, 1.33363637057218, 0.702727271751924, 0.270909094336358, 0.84818182174455, 1.23181819458577, 4.59000001170419, 5.81363641132008, 0.322727275504307, 0.199090909212828, 1.16181816296144, 0.222727267071605, 1.04818180745298, 0.423636364157904, 0.31090908633037, 0.568181827156381, 2.93636363744736, 0.151818186044693, 0.505454546856609, 0.216363635930148, 0.3781818151474, 0.257272727110169, 9.96272729743611, 4.24363641305403, 0.344545448368246, 0.332727275450121, 0.243636364625259, 0.901818177916787, 6.6672726652839, 3.77363634109497, 7.07272724671797, 0.140000002120029, 0.132727271792564, 0.152727273377505, 0.166363634338433, 0.499090905893933, 1.47727273269133, 0.325454543260011, 0.622727268121459, 0.209090912206606, 0.159999999810349, 1.6527272679589, 0.176363634792241, 0.179090910337188, 0.136363638395613, 0.134545454247431, 2.46363634412939, 0.823636345565319, 1.26727271621877, 0.170909091152928, 0.284545459869233, 0.208181818777865, 1.22727273269133, 0.235454544425011, 3.05727274038575, 0.888181818141179, 2.40000002492558, 0.533636361191219, 0.9836363541809, 1.84818181395531, 3.25636365738782, 1.24272727153518, 0.184545454145832, 0.70727273855697, 0.263636361468922, 1.42727273973552, 8.39181821996515, 0.569090902805328, 1.34545452147722, 0.987272725525227, 0.269999996674332, 0.298181817612865, 0.179999996992675, 0.198181815445423, 0.711818180300973, 0.902727277780121, 0.149090904573148, 0.139090910723264, 0.66181817278266, 3.54636365717108, 0.633636360141364, 8.26545450904153, 1.00181818685748, 4.66636368361386, 0.309090908278118, 5.71636352755807, 3.77545454285362, 0.888181819157167, 4.5672727281397, 0.242727270857854, 2.17363634976474, 5.6927271973003, 0.203636361794038, 0.24090909128162, 0.275454545224255, 2.51545449820432, 0.180909091098742, 0.202727273106575, 7.48818185112693, 2.68727272748947, 11.9272727966309, 0.145454544912685, 0.143636363473806, 1.25000000812791, 0.218181817369028, 0.141818182712251, 2.28818180886182, 0.779090913859281, 0.204545453529466, 0.185454544018615, 6.12818180431019, 0.769090911204165, 4.51272723891518, 0.130909091369672, 0.26454545692964, 0.134545454247431, 0.745454549789429, 0.429090906611898, 3.06363635713404, 0.129999999972907, 0.179090910337188, 3.62909090518951, 0.842727273702621, 1.45909090475603, 0.162727271122011, 5.17272721637379, 1.14999999783256, 0.319999996572733, 3.321818115867, 0.509999999945814, 0.20818181945519, 0.939999989487908, 0.240909091112289, 1.46181818250228, 0.253636361523108, 8.25545462695035, 0.636363630945032, 0.190000001679767, 1.80545454133641, 0.239999997344884, 0.27999999103221, 1.55545454133641, 0.255454547703266, 0.961818176914345, 1.99181815440005, 1.17545454000885, 3.76000005413185, 2.84090911258351, 0.712727271020412, 0.961818168109113, 3.55818186293949, 0.189090911806984, 2.4345454140143, 0.567272727970373, 0.131818180734461, 7.03363639658148, 0.30909091335806, 1.08909090608358, 3.29999998211861, 0.198181816800074, 1.05818182907321, 1.07545454122803, 0.201818178661845, 0.974545470692895, 1.12454545497894, 5.66363634846427, 0.373636359856887, 1.01363636011427, 0.50000000609593, 0.240909091450951, 3.08727273074063, 0.15909091044556, 0.216363639316776, 0.3718181848526, 0.258181817152283, 2.65545455975966, 8.50818183205345, 0.377272727814588, 0.541818177158182, 0.285454542799429, 0.236363634467125, 3.74272727966309, 0.194545453922315, 1.73363636027683, 1.49818180907856, 1.5181818198074, 0.329999996518547, 0.965454562143846, 0.344545455480164, 0.496363634412939, 1.75545455108989, 0.188181819563562, 0.367272726514123, 2.64000001820651, 0.304545455358245, 3.348181811246, 3.67727269909599, 0.700909093022346, 0.719999985092066, 0.297272730957378, 1.74545454978943, 0.23363636163148, 0.468181810595772, 1.84727274558761, 0.260000000284477, 2.38090910152955, 0.40272727642547, 0.309999994933605, 1.44909090887417, 0.145454546944662, 0.603636370294473, 0.819999981332909, 4.29727267135273, 0.167272727259181, 0.248181812973185, 1.41272725842216, 0.135454543781551, 0.174545455216007, 0.171818182888356, 0.505454548719254, 1.51636362245137, 0.158181815831499, 0.407272732393308, 1.08363638073206, 1.32363635013727, 0.275454536927017, 0.50090908089822, 4.32636359604922, 1.58090906657956, 0.159090913832188, 0.419999998570843, 0.581818185069344, 0.581818176602775, 2.30454544587569, 0.987272710285404, 1.83454546061429, 0.220909090204672, 3.25090905753049, 1.23636363311247, 1.41363634710962, 13.9163637594743, 0.214545454491268, 0.21636363863945, 0.240909092974934, 0.170909089120952, 0.459090912883932, 0.232727271420034, 3.24272729050029, 0.683636364103718, 0.447272726080634, 1.46727273139087, 0.174545455385338, 0.618181819265539, 8.17545465989546, 1.47999998927116, 0.192727274515412, 0.149090909483758, 0.226363637230613, 5.14636369185014, 2.33545455065641, 1.06909090551463, 1.11818182197484, 0.351818184960972, 0.149999999356541, 0.8018181825226, 0.155454544858499, 0.330000001259825, 0.24545454504815, 0.361818182197484, 1.43454547361894, 2.42909087376161, 1.10181819850748, 0.460000001571395, 0.211818183010275, 2.14454545063729, 0.252727270126343, 0.763636353002353, 1.99272730946541, 0.137272727929733, 0.150000003759157, 3.04181818613275, 0.67000000551343, 1.45727271925319, 0.264545454559001, 0.388181821527806, 0.204545453360135, 0.226363637061282, 0.611818186938763, 0.543636364862323, 1.39454545080662, 0.412727275524627, 3.15363631736148, 0.2590909099037, 0.360000006177209, 0.717272716997699, 6.14272729104215, 0.15818181972612, 3.82636361772364, 0.650000005283139, 0.500000013207847, 1.26727275330235, 1.05090909061784, 1.39909091320905, 1.34181820160963, 0.294545453380455, 1.12727273560383, 1.32636362314224, 0.172727272253145, 0.631818176501177, 0.767272724516012, 2.45090907270258, 9.48454542593523, 2.25545452399687, 1.08454545790499, 0.136363637718287, 0.142727269706401, 1.96727273816412, 2.1400000073693, 0.698181806640191, 0.209090911529281, 5.19272726232355, 3.73818185112693, 0.189999996599826, 0.29727273366668, 7.2254545471885, 0.392727274786342, 0.849090920930559, 0.249999997290698, 0.462727267633785, 0.571818183768879, 3.52727273377505, 0.432727285745469, 0.4909090900963, 1.52999999306419, 3.51545454155315, 0.159090907736258, 4.11545453152873, 0.137272729284384, 0.55363636396148, 1.32727272402156, 0.209090912545269, 0.988181822001934, 0.427272729744965, 0.798181825402108, 1.05818180807612, 1.09363636374474, 3.84727274287831, 0.255454547703266, 4.26272727142681, 2.83909084580161, 2.82181822034446, 0.428181822496382, 6.02181812849912, 0.131818183443763, 1.45636363767765, 1.08363635685634, 8.99363639137962, 7.14454545757987, 1.46181819520213, 0.52909091995521, 0.815454535863616, 0.575454550879923, 0.365454542365941, 0.459090908481316, 0.379090910608118, 2.79181819341399, 1.52272727001797, 0.287272722883658, 1.26818182116205, 0.185454545034604, 1.86818179217252, 0.269090910188176, 0.207272726026448, 0.139090908352624, 0.170000002804128, 4.80454544587569, 0.292727275328203, 3.43818177960136, 0.147272727706216, 0.137272726744413, 2.61181820522655, 0.334545451809059, 0.357272730632262, 0.739090900529515, 0.140909093178131, 1.57181816751307, 0.833636369217526, 0.852727283130993, 0.379999996586279, 0.175454544072801, 0.21636363863945, 0.254545452242548, 0.1509090912613, 0.412727266550064, 1.66999999772419, 0.660000008615581, 0.527272722260518, 0.302727276628668, 0.821818178350275, 5.2690908908844, 1.14454545080662, 0.934545446525921, 0.315454550764777, 0.276363635605032, 0.133636363527992, 0.385454544966871, 0.139999998394739, 0.288181819699027, 0.204545453529466, 0.603636362335899, 0.179090911691839, 0.149999998509884, 0.297272725708105, 0.356363644823432, 3.19181818311865, 0.716363625939597, 0.361818184906786, 0.49454545669935, 0.371818187223239, 1.16727270998738, 0.648181809620424, 0.298181819306179, 0.398181815039028, 0.203636365011334, 0.379090911962769, 4.26181814887307, 3.16636366464875, 0.204545452174815, 0.248181812465191, 0.473636364056305, 0.3036363651468, 0.297272725708105, 0.161818183450536, 3.10636362365701, 0.349090908230706, 0.338181817226789, 4.00090904669328, 1.09454544294964, 1.24272726340727, 0.16909090869806, 0.175454546612772, 2.26454543525522, 0.329090915112333, 1.24636362357573, 0.23636363514445, 0.277272728356448, 6.22636368057945, 1.48272726210681, 0.147272728552872, 0.177272728728977, 0.722727266224948, 0.153636364943602, 1.91454541683197, 1.05363636125218, 0.497272731228308, 1.44818181341345, 0.209090907465328, 3.13000001690604, 0.156363638287241, 0.139090910553932, 0.737272720445286, 1.41272726384076, 4.85000001300465, 0.22545454244722, 5.05909097194672, 0.13545454733751, 6.2690908908844, 0.866363650865176, 0.14727272702889, 0.460909092629498, 0.348181814124638, 0.934545453299176, 0.520909092643044, 2.22181818160144, 0.612727261063727, 2.17545451901176, 0.13181818056513, 1.8563636392355, 0.280909092419527, 0.841818174855276, 0.260909092019905, 1.27545455910943, 1.18636364692991, 8.69090901721608, 0.199090908874165, 2.12272724780169, 0.604545459828594, 0.201818183233792, 0.143636362965811, 2.82636364481666, 0.148181817071004, 0.92454544827342, 0.798181807960976, 0.154545451937751, 0.133636360988021, 3.57272730361332, 1.10181819308888, 0.811818189918995, 0.13181818056513, 0.222727270966226, 0.287272728132931, 0.378181816502051, 0.541818189688704, 0.319999998943372, 0.34090908836912, 2.4136363918131, 3.14727273854342, 1.1581818244674, 1.59636363116178, 1.66727272488854, 0.28636363487352, 0.30727272819389, 0.148181818764318, 0.136363637040962, 0.437272732908076, 0.789090909741142, 0.478181823410771, 0.333636365153573, 2.4699999960986, 0.132727272469889, 0.889999997886744, 0.215454544025389, 6.82818183031949, 0.153636364096945, 0.585454547947103, 0.859999999403954, 0.496363637122241, 0.467272726310925, 0.162727273323319, 0.282727272673087, 0.154545454139059, 1.30181819285181, 0.16727272962982, 0.279090907086026, 0.679090906273235, 2.90636359561573, 0.256363636052067, 0.429090906273235, 0.529090910980647, 0.249090908603235, 0.207272731783715, 0.553636362606829, 0.358181817965074, 0.625454555858265, 0.714545451781966, 2.61363640241325, 0.229999998753721, 0.132727272808552, 0.367272728546099, 2.26727271350947, 0.65272728015076, 0.309090902182189, 1.45272727446123, 0.150909091599963, 1.55999997935512, 0.337272726676681, 1.5899999615821, 1.49454542723569, 0.368181821297516, 0.961818177930333, 0.634545447643508, 0.869999988004565, 1.77181818403981, 2.33272727646611, 0.202727271751924, 7.66181813586842, 16.5009090250189, 0.198181821033359, 0.18090909211473, 6.40727266398343, 0.461818177591671, 0.209090909497304, 0.153636362064968, 5.50181818008423, 0.227272725240751, 0.249090910127217, 1.84727274016901, 1.53363634239544, 0.186363638802008, 0.192727270451459, 1.17818182164972, 0.187272728844122, 0.350000000135465, 0.546363634142009, 2.23363638466055, 0.135454542257569, 0.429999999024651, 0.676363628018986, 1.22090908614072, 0.692727273160761, 0.916363640265031, 0.670909093184905, 1.15181818723001, 0.138181817802516, 5.54727272553877, 0.687272716652263, 7.52909096804532, 3.21727275848389, 0.439090908928351, 0.38636362823573, 0.497272729873657, 0.397272720932961, 0.724545447663827, 1.13090909069235, 0.402727278118784, 2.72363635626706, 0.708181827244433, 0.60090908408165, 0.144545454870571, 0.186363637955351, 0.175454544750127, 0.395454539494081, 1.2990909002044, 0.319999999620698, 2.11363632841544, 0.241818183525042, 0.339090914888815, 0.141818180680275, 0.237272731282494, 0.280000001192093, 0.131818183443763, 1.16272726282477, 0.329999994994565, 1.94454543157057, 0.434545447372577, 0.197272729467262, 8.48818185112693, 0.793636343695901, 0.155454544181173, 0.828181798654524, 1.29545453461734, 0.53727271458642, 1.58727272532203, 0.345454542474313, 0.162727272815325, 11.3827272870324, 1.45272730223157, 1.29272724417123, 0.530909090218219, 3.15636364980177, 0.232727276161313, 0.398181819780306, 1.55363634906032, 8.65363632548939, 3.45909092643044, 0.179090906273235, 12.7545454393734, 0.144545453346588, 0.17545454390347, 0.440909087657928, 0.469090910120444, 2.06363637880846, 0.354545451023362, 0.27636363289573, 0.380909090015021, 0.436363637447357, 0.530909093266184, 1.5427272699096, 0.996363628994335, 0.808181819590655, 0.900000008669766, 0.227272727950053, 2.07818180864508, 3.36636363376271, 0.136363636363636, 0.225454544479197, 0.163636364042759, 3.58181816881353, 1.43454545736313, 2.12909091602672, 0.19636363976381, 0.140909088267521, 5.80090908570723, 4.53454544327476, 1.22909090193835, 0.651818189092658, 2.56181819872423, 0.511818173256787, 0.9009090912613, 3.07636363939805, 0.351818179542368, 0.226363635875962, 0.46727272326296, 0.25363636423241, 0.199999998916279, 0.13272727382454, 0.63909090784463, 0.422727274623784, 0.543636351146481, 0.172727270559831, 0.26545453901318, 0.165454543788325, 0.184545456008478, 5.19636360081759, 3.13181816921993, 0.152727270498872, 0.632727273485877, 1.15909091315486, 0.20090908489444, 0.511818179352717, 0.260000001300465, 0.299999999390407, 2.86636363376271, 1.76000001467764, 0.35181818106635, 1.90636362541806, 0.912727284160527, 0.138181816447865, 0.554545442150398, 0.280909089879556, 0.148181819272312, 3.40090919082815, 1.04454543712464, 0.54363635961305, 0.485454547134313, 0.199090913107449, 0.505454542623325, 2.85818182338368, 2.0072727067904, 0.24545454504815, 0.289090906354514, 3.5799999887293, 0.156363634053956, 0.15818181972612]], ['apcp_sf3_1 outliers', 806, [1.10000001300465, 1.45909091559323, 2.79999999566512, 0.418181829154491, 0.691818189214576, 2.65999997745861, 0.532727271318436, 0.861818188970739, 0.979090896519748, 0.515454544262453, 0.375454546375708, 3.83363639224659, 0.507272729142146, 4.63000000606884, 0.375454546375708, 0.722727277062156, 8.30636356093667, 0.626363637433811, 0.882727281613783, 2.30727271600203, 2.69909092512998, 3.13090904192491, 3.20909090475603, 0.893636342138052, 0.720909092913974, 0.508181814442981, 2.09909092296254, 2.86181817271493, 0.788181811571121, 1.72818181528286, 1.76727272163738, 1.10000000487674, 0.544545469636267, 3.92727266658436, 1.0054545619271, 0.93727272850546, 2.93454547361894, 1.06363636763258, 1.08454547957941, 0.814545465463942, 0.484545447609641, 4.23636362769387, 0.767272732474587, 0.820909088308161, 0.514545454220338, 3.55454540320418, 0.873636370355433, 7.93545454198664, 0.98090908202258, 0.710909084840254, 0.89818181774833, 0.408181817694144, 3.88181812112982, 0.68181819265539, 0.527272732420401, 0.536363642324101, 8.23818185112693, 2.94181819395585, 1.15999999913302, 0.324545456604524, 14.1027271097357, 4.77454542029988, 1.31999999826605, 2.31454543092034, 0.702727274461226, 0.585454550656405, 0.825454543937336, 2.55090905319561, 10.3027273524891, 0.881818191571669, 0.818181823600422, 0.35363636369055, 0.607272730632262, 0.499090905724601, 1.1763636415655, 0.480000002817674, 0.320000003684651, 0.71545454046943, 27.5845454822887, 0.796363640915264, 1.07181816751307, 0.537272722883658, 0.543636365370317, 0.490909088741649, 1.33909090811556, 2.58272728594867, 0.400909096002579, 0.746363637122241, 2.00090909546072, 1.15090908787467, 5.15909093076533, 2.55181819065051, 3.69090908223932, 7.42818173495206, 9.30999998612837, 0.474545452405106, 1.39454543590546, 1.26090909540653, 4.15181822126562, 1.64727271686901, 0.64636363630945, 0.351818175478415, 1.33818181265484, 10.5618180795149, 1.121818179434, 0.700909082862464, 3.27636365457015, 0.430909101258625, 0.612727276980877, 0.625454545021057, 1.25727271627296, 0.387272731824355, 0.766363642432473, 0.550000009888952, 14.2209090753035, 9.36636359041387, 0.492727267471227, 1.06818182360042, 0.346363631331108, 0.634545446119525, 0.452727268195965, 5.08727279576388, 7.91090915419839, 5.38181816447865, 11.3127271912315, 0.422727271914482, 1.1363636512648, 1.51454545692964, 0.388181820511818, 1.438181839206, 3.06181823123585, 0.377272729169239, 0.447272723371332, 0.341818183491176, 2.89181816577911, 1.28181818669493, 2.31454543633894, 0.432727270844308, 0.557272726839239, 3.47272727706216, 0.570000009103255, 3.06363635984334, 0.883636365390637, 3.61818181384694, 2.14454544267871, 1.19000001929023, 0.329090909524397, 2.90000000460581, 3.31000002947721, 2.04090908440677, 1.64909091862765, 0.441818185827949, 1.76000000265512, 1.63090907443653, 18.6063637299971, 0.768181827935306, 1.58272728323936, 2.53818182240833, 0.808181822977283, 1.77545454285362, 1.8545454415408, 0.412727273323319, 0.83363636600023, 0.944545456631617, 0.446363637901165, 2.46363634666936, 8.58545459400524, 0.632727268744599, 0.92000000314279, 0.996363637122241, 12.6009090596979, 1.79545454003594, 6.69727277755737, 0.442727279934016, 6.56454543633895, 7.55909078771418, 0.600000008263371, 1.0363636450334, 9.71181817488237, 0.338181821460074, 2.18909092382951, 0.550909092480486, 13.9245454181324, 0.648181815039028, 0.356363641944799, 0.649999992413954, 6.35636368664828, 0.374545454978943, 18.1918179772117, 2.78000003099442, 14.2336362491954, 0.537272722206332, 2.87000001560558, 0.625454545021057, 0.340909093618393, 4.18272735855796, 2.5236363736066, 0.419090914455327, 10.9681818268516, 0.917272727597844, 5.48181819915771, 0.418181827122515, 0.856363635171543, 3.60090903802352, 5.99545461481268, 4.01454548402266, 2.04545453461734, 1.59727272662249, 0.324545450508595, 12.7618180188266, 4.91727263277227, 0.331818187101321, 5.3963635685769, 2.02272728356448, 0.892727277495644, 4.45000006935813, 0.370909097519788, 1.95818181623789, 0.32545454935594, 10.4990909316323, 1.57272729006681, 0.632727273485877, 2.33000003749674, 0.33636364069852, 0.330909095365893, 1.57272729548541, 0.817272724075751, 4.26454546234824, 2.30454547296871, 1.25636363910003, 5.79454547708685, 3.0799999887293, 0.672727294943549, 0.931818177076903, 2.08181815255772, 3.5681817883795, 3.63909095525742, 0.615454545413906, 7.43545449863781, 0.464545447718013, 1.41818181831728, 3.30636365576224, 3.27272728898308, 1.53636363419619, 1.41818182034926, 1.17545455152338, 1.38181818344376, 14.8972726301713, 0.428181825036352, 5.99363643472845, 0.737272738733075, 0.374545460397547, 4.8890909281644, 0.419999995014884, 0.588181812654842, 1.25272727012634, 0.391818184066902, 0.362727276303551, 5.93272721767426, 10.2072728330439, 6.052727189931, 0.44636363603852, 0.828181819482283, 0.510909096761183, 0.391818189485507, 4.62727269259366, 3.35454551198266, 1.87181817401539, 3.28181814063679, 0.396363639018752, 1.30363636125218, 0.693636364557526, 1.47454545714638, 2.28272725235332, 0.477272724563425, 0.630909096110951, 10.0281819430265, 0.593636369840665, 0.686363637447357, 6.70545463128523, 13.1018180847168, 0.80363636396148, 0.783636344935406, 0.587272722612728, 2.25090910629793, 0.56181817704981, 1.76727272705598, 3.2490909262137, 0.593636375936595, 4.86181822690097, 0.420909091830254, 0.698181826959957, 1.83636364069852, 0.425454550168731, 0.59181818890978, 1.94909090616486, 0.51727272180671, 6.62727277929133, 1.68727272748947, 0.501818186180158, 1.51727271791209, 0.415454553609545, 1.93181817775423, 0.330000002614476, 1.08363636515357, 1.33363636227494, 0.699090906842188, 7.39272717996077, 3.8009090423584, 1.52909091639925, 4.54545461047779, 0.989999993280931, 0.608181820335713, 3.60363631898707, 1.06454547934911, 4.2063636617227, 0.514545460993593, 9.14545453678478, 1.59999998591163, 2.30000002614476, 28.3990910269997, 0.415454551577568, 0.527272725647146, 0.59181818281385, 0.350909092209556, 0.799090916460211, 0.393636359409852, 4.06818187236786, 0.808181809938767, 0.609999999911948, 0.882727270776575, 2.22909089651975, 0.335454548624429, 0.430909091776068, 0.736363643949682, 9.5327272198417, 2.09999998049303, 1.37999997423454, 0.417272731661797, 5.67363637143915, 5.72272721203891, 2.52636367082596, 6.86454539949244, 0.696363633329218, 1.1836363510652, 0.650000008161772, 1.4754545471885, 2.94454542073337, 5.23999993909489, 3.42000005461953, 0.480909088795835, 0.441818183118647, 0.464545453136617, 2.33727273023264, 1.13909092613242, 3.99181813543493, 3.99000003121116, 0.793636370450258, 3.46363637664101, 0.942727278579365, 0.334545458243652, 0.894545444033363, 0.801818167452108, 2.87909085642208, 1.05181818049062, 0.620909083973278, 1.61818181926554, 1.24090909483758, 1.43181819130074, 1.46363636546514, 8.73999996618791, 0.491818189112978, 0.381818180734461, 2.96454545313662, 1.07363634895195, 0.982727256518873, 6.46909087625417, 1.58181819319725, 4.13545457341454, 0.444545444778421, 2.13818181170659, 0.68090909211473, 1.78999997201291, 1.23090908693319, 1.40363635800102, 2.14818183400414, 0.320909089324149, 1.23363636366346, 2.34727269952947, 0.528181810270656, 1.10636364668608, 2.06545456024733, 5.37272726405751, 20.6063636432994, 6.07818175445903, 1.95090908895839, 0.379090908914804, 0.329999999566512, 2.71272720531984, 3.86909095807509, 0.962727252732624, 0.482727275653319, 0.743636363609271, 12.6990908709439, 4.6045454415408, 0.47999999739907, 0.351818180897019, 7.97999984567816, 0.832727275111458, 1.28545456311919, 0.429999996315349, 0.752727270126343, 0.731818179176612, 0.778181818398562, 4.52727274461226, 0.428181825544346, 0.843636380000548, 0.787272728302262, 2.36181820522655, 4.10000001300465, 0.441818182441321, 4.66909093883905, 0.877272719686682, 1.33454546332359, 0.986363631080497, 0.544545447115194, 0.809090890498324, 1.09909090856937, 1.99545453624292, 5.99272726882588, 0.601818179542368, 9.97272728789936, 6.12090906229886, 0.571818183768879, 6.13545452464711, 3.9581817930395, 6.33272725885565, 0.716363633220846, 2.87363637374206, 1.20545455390079, 11.0409091169184, 8.4463636116548, 1.46545455266129, 0.534545460207896, 0.822727273133668, 0.799090906977654, 0.494545446200804, 1.06818181411787, 1.27909090183675, 0.661818184635856, 3.30181818116795, 2.54636363549666, 1.10545454512943, 0.554545461454175, 1.7990909083323, 7.02545440196991, 2.69363636320288, 0.393636370247061, 0.360909094864672, 0.862727273594249, 17.441818150607, 0.580909089608626, 8.71272717822682, 6.67181808298284, 0.356363637880846, 0.396363639018752, 0.843636366454038, 1.43454544652592, 4.3672727021304, 1.04545455087315, 1.28909091245044, 0.615454542365941, 1.20909091017463, 4.62727270343087, 0.383636364882643, 0.689090915701606, 1.75727273117412, 3.48636364124038, 0.835454547269778, 0.541818176480857, 0.613636360927062, 3.56636360558597, 6.58454543893987, 4.37272724238309, 1.8109090870077, 0.434545450081879, 5.22818183898926, 0.66818182034926, 0.373636367646131, 0.708181809295307, 0.479090915484862, 0.467272730036215, 1.60818181254647, 0.446363642303781, 1.35363637909971, 0.831818159330975, 3.20181818441911, 1.02363637174395, 0.884545450860804, 0.843636363744736, 0.633636349981481, 0.449999996206977, 4.21363642269915, 2.21454546126452, 0.399999994953925, 0.439090907743031, 0.616363624957475, 0.382727275517854, 4.3045454675501, 3.29090910879048, 1.7736363817345, 1.92181817509911, 0.349090910770676, 1.35636363246224, 0.349090911448002, 0.469090917909687, 0.681818180294199, 1.23545455932617, 3.32363637773828, 0.354545448483391, 0.403636352582411, 4.38000000606884, 1.75454544614662, 3.31181822581725, 0.423636368729851, 0.460909097032114, 0.446363630958579, 2.95909092643044, 2.76727271520279, 7.44636357914318, 0.452727271751924, 0.376363635063171, 0.705454543232918, 14.136363549666, 0.854545463215221, 2.27999999306419, 0.408181816170161, 0.370000001381744, 2.26909091255882, 4.18272725018588, 1.80363634499637, 0.869999985803257, 1.70909091288393, 0.34999999945814, 3.58000002124093, 0.408181816339493, 1.03454544954002, 4.17909093336625, 11.3263634768399, 0.954545465382663, 15.6518180153587, 7.44727279923179, 1.84090909361839, 0.77363635328683, 0.59727271984924, 0.355454542081464, 1.84090908007188, 1.19909093054858, 2.33999997377396, 1.33727272091941, 3.26363633979451, 2.30000000921163, 0.429090904241258, 1.66363635659218, 0.619999999349767, 3.27181812849912, 1.80545452508059, 9.27181803096424, 0.538181825117631, 2.82909095287323, 0.872727272185412, 0.45636363429102, 2.11727274615656, 3.72272728789936, 0.356363630938259, 1.47090910239653, 1.66818179732019, 0.82454545118592, 0.967272715135054, 0.384545442732898, 7.50000002167442, 3.30909089608626, 4.28181812979958, 0.604545450346036, 0.545454549857161, 0.32727272706953, 2.74545452811501, 0.617272724482146, 0.803636360066858, 0.690909087657928, 0.324545449153944, 1.50181816619906, 2.80181817574935, 7.06181825291027, 5.96181820197539, 2.17090906405991, 4.58636364069852, 0.761818175288764, 0.628181820566004, 0.378181820566004, 0.546363639560613, 0.987272717735984, 3.00363636016846, 0.630000003359535, 3.49999997832558, 0.328181820836934, 0.896363628181544, 13.7645453539762, 3.06363634629683, 0.964545470747081, 1.33727273074063, 0.780909088524905, 1.08545451746746, 0.453636367212642, 5.44818185676228, 0.390909091992812, 0.509999995881861, 0.728181818669492, 3.13636361468922, 0.360909097573974, 5.43636363202875, 0.56545454128222, 0.417272727597844, 0.325454553758556, 1.13909091326323, 0.78545454415408, 0.595454545183615, 0.985454548488964, 0.795454544099894, 5.10454549572685, 0.640909082510255, 2.51999999718233, 0.770000013438138, 2.028181866658, 1.67909089001742, 1.78272727402774, 1.55545451966199, 0.51727272180671, 2.47272723439065, 2.19818181612275, 0.362727278335528, 1.72545453482731, 0.649090903218497, 0.933636359870434, 0.761818192221902, 1.889090933583, 5.86454549702731, 0.98090908202258, 10.1781820383939, 25.06727253307, 0.388181817463853, 7.02818176963113, 1.91454543579708, 7.79181825030934, 0.726363645358519, 0.52090908722444, 0.366363636472008, 5.63000007109209, 0.500909092751416, 0.981818174773997, 5.01818184419112, 1.13454546982592, 2.94909091971137, 0.340000003576279, 0.432727266441692, 1.89545452594757, 1.36363637040962, 0.403636364096945, 1.04363635453311, 3.26545450904153, 0.603636355901306, 0.939999981360002, 2.29363636537032, 1.36818180300973, 0.99818183075298, 2.11000001972372, 2.12909090518951, 2.87545454535972, 14.2245454788208, 4.10363637317311, 19.0618181228638, 4.18363638357683, 0.722727277062156, 0.83727272532203, 0.893636345863342, 0.980909087441184, 1.30727273293517, 1.14545455304059, 1.35636360265992, 5.37181815234098, 1.32181820002469, 1.05272726579146, 0.327272727746855, 0.335454550656405, 1.1645454547622, 1.43636362661015, 0.541818185286088, 2.36545454372059, 0.406363640996543, 0.574545462023128, 0.341818189079111, 0.562727283347737, 0.535454546863383, 1.17636363784021, 1.10545454648408, 0.319090903651985, 2.07727271860296, 0.437272722240199, 0.409090911800211, 20.7690905224193, 1.15363637425683, 0.416363632137125, 1.76909091882408, 1.36909089440649, 0.536363622850992, 1.43636363880201, 0.503636358813806, 11.3718180222945, 0.458181817423214, 0.809090901504863, 1.04636363414201, 18.7863637750799, 1.96363636580381, 3.86090911518444, 0.597272727469152, 3.81272729960355, 0.433636367829009, 0.543636360290376, 3.99181814627214, 14.3563636866483, 4.57454540512779, 1.31727274354886, 0.420909083702347, 17.7436362830075, 2.20909088308161, 0.340909090231765, 2.31272727251053, 0.62636363370852, 0.347272723913193, 2.28909090432254, 3.12181815234098, 0.484545448964292, 0.59181816808202, 0.643636364828457, 5.44999998266047, 2.6209091110663, 1.64636364646933, 1.28363638032566, 1.22454546798359, 2.65727269649506, 6.10363643819636, 0.46636363863945, 0.460909097032114, 4.22909092903137, 2.21909094940532, 2.49636365066875, 0.44545455141501, 0.457272729074413, 7.51181810552424, 5.5181818225167, 2.0045454827222, 0.675454546443441, 5.25454545021057, 0.87727273052389, 1.46090906452049, 4.66363635930148, 0.561818171631206, 0.477272721854123, 0.347272730009122, 0.682727275924249, 1.26545455780896, 0.422727273269133, 0.33909090811556, 1.97909088026394, 0.49454545432871, 1.22545453872193, 0.336363635957241, 5.73909090865742, 3.95363634011962, 0.630000002004883, 0.402727271345529, 1.99909090995789, 0.570909086106853, 0.33545454506847, 0.512727275490761, 3.69999999349768, 1.81000001034276, 0.453636359084736, 0.865454551340504, 1.89090910283002, 2.86818178946322, 0.562727273187854, 1.32818181406368, 3.83181820132516, 3.20363640243357, 0.549999990585175, 0.486363638023084, 0.347272724929181, 3.31181820956143, 4.49727266485041, 3.48727275024761, 1.01818183335391, 5.99545461481268, 0.353636363013224, 0.451818190515041, 0.677272737026215]], ['apcp_sf4_1 outliers', 899, [0.425454540686174, 1.85999998721209, 0.321818180043589, 1.73636363853108, 1.53272729976611, 1.47727273810994, 1.17636363208294, 4.72818180647763, 0.129090912301432, 1.86181820251725, 0.449999993328344, 0.230909091166475, 0.389090906828642, 0.697272705422206, 0.307272724807262, 0.117272726852785, 5.80909089608626, 10.5118181922219, 3.19090909307653, 2.93727278709412, 0.679090904241258, 1.48454543135383, 1.34090909361839, 1.76090909608386, 1.90636364438317, 0.855454552241347, 2.11909088627859, 1.12999999658628, 2.01272723349658, 5.50636369870468, 0.341818184845827, 0.115454545752569, 4.41545448249037, 1.74727274071087, 0.256363635374741, 0.114545455033129, 0.240909094160253, 2.32545451684432, 3.29272728616541, 0.125454544005069, 0.119090909984979, 0.259090911427682, 0.53727272559296, 0.168181818655946, 3.56727275387807, 12.8790908726779, 0.871818182143298, 0.932727285406806, 0.252727275544947, 0.149090911515734, 0.249090905724601, 0.569090913981199, 0.122727271508087, 0.113636362959038, 4.45727274634621, 1.15000000866977, 0.209999998862093, 3.41090910001235, 0.221818186342716, 0.427272732284936, 0.961818172173067, 0.150909088551998, 0.479090899906375, 0.384545452215455, 0.613636362281713, 0.0936363630674102, 4.10999996011907, 0.793636376207525, 0.835454531691291, 0.225454546849836, 0.214545451951298, 0.163636362857439, 0.231818181547252, 0.144545454023914, 0.223636366088282, 1.21272727034309, 0.139090909876607, 1.30909089066766, 5.6836363510652, 2.95272726362402, 0.540909089486707, 3.2545454935594, 2.6127272139896, 0.30272727442736, 0.517272732474587, 1.39636365256526, 0.474545459855687, 2.44454547491941, 0.354545452378013, 0.260909088633277, 0.304545459422198, 0.149090912023729, 0.0963636370883747, 0.346363636580381, 0.285454544154081, 8.8109090978449, 0.406363640319217, 0.324545462023128, 0.889999992976135, 3.48636363853108, 0.402727276594801, 0.0954545460302721, 3.40636363354596, 0.797272724184123, 0.51181817732074, 1.0609090870077, 8.36999992890791, 0.559999992901629, 0.0945454529401931, 1.42999999631535, 0.36181818168949, 3.24636360731992, 2.90363635258241, 1.08999999968166, 1.44000002470883, 0.24272727153518, 0.646363637664101, 0.8627272749489, 0.198181816630743, 1.0609090870077, 4.73363633589311, 5.64363638921218, 0.443636357784271, 0.157272727990692, 0.762727264992215, 0.918181809512052, 0.247272724624385, 0.482727271589366, 1.10818181390112, 0.252727273851633, 3.25818181037903, 3.44090903889049, 0.670000002804128, 3.23090913011269, 0.347272736105052, 0.0936363628980788, 0.170909093354236, 0.257272729311477, 1.41727273369377, 0.62454545836557, 0.498181819238446, 2.33000001040372, 1.37909093228253, 0.092727274379947, 0.564545461061326, 0.219999997453256, 0.146363636986776, 0.199090910228816, 0.12636363607916, 0.172727274962447, 0.59181817417795, 0.234545462680134, 1.80818183245984, 0.334545448253101, 0.162727271968668, 5.68727272207087, 0.250909089364789, 1.50818182798949, 0.128181816502051, 0.100909092548219, 2.27727272293784, 0.218181818046353, 1.34545455466617, 3.03363637490706, 0.163636366413398, 2.76727275956761, 0.10636363720352, 0.791818192736669, 0.586363631554625, 0.790909091180021, 0.30545454675501, 0.225454543124546, 10.1263635158539, 0.52181818166917, 1.09999999133023, 4.12272726947611, 0.366363633085381, 1.58272728053006, 0.837272728031332, 0.629090910608118, 0.271818180822513, 3.20636361295527, 2.64818179200996, 0.126363635909828, 0.261818180707368, 0.208181819793853, 1.17181818458167, 0.709090913561257, 0.446363638070497, 3.77818189967762, 0.0963636365803805, 1.92363634705544, 0.201818182725798, 0.101818181574345, 1.99727271903645, 8.74727275154807, 0.19090909273787, 2.16727270863273, 7.7072727246718, 0.324545454572548, 0.269090908494863, 0.338181815364144, 0.243636362931945, 5.09545464949174, 0.169090909036723, 10.7472727515481, 1.06636362184178, 0.0972727261145006, 0.987272723154588, 0.185454546050592, 0.0909090910784223, 0.338181816380132, 1.02000002969395, 1.85636364329945, 0.324545455249873, 4.75636367906224, 1.57818181440234, 0.198181818154725, 2.58454543081197, 0.119090909307653, 3.42909091169184, 4.33818184245716, 0.29090908982537, 1.02090909535235, 0.213636361739852, 11.0227273160761, 4.5109091238542, 0.124545458196239, 0.336363635957241, 0.145454546267336, 0.463636368513107, 6.8172727200118, 1.75272728638216, 0.110909089276736, 0.21818182007833, 0.100909089500254, 2.21818183768879, 1.33545452762734, 0.983636374500665, 0.262727273797447, 3.86636369878596, 2.64909091049975, 1.1854545623064, 0.311818178065798, 0.136363638226282, 0.240909091789614, 1.14909087561748, 0.14636363868009, 4.90999999913302, 0.948181828991933, 0.338181815364144, 0.143636361272498, 1.59636363420974, 0.995454544370825, 0.580909089608626, 0.519090907140212, 0.103636362335899, 0.912727265195413, 0.259090912274339, 0.0945454558188265, 1.27000000801953, 0.502727272835645, 0.137272728437727, 0.309090910987421, 0.574545457959175, 0.908181829886003, 0.131818181919781, 26.381818077781, 4.67909093336625, 0.210000000216744, 0.789090901613235, 0.787272713401101, 0.498181818899783, 1.23636364394968, 3.12090913545002, 3.14454544674266, 0.426363636146892, 4.15727272900668, 0.48181817274202, 0.129999999972907, 0.125454545021057, 1.59090914390981, 0.608181821351702, 1.18000000444326, 0.152727271345529, 0.904545439915224, 3.15999998829582, 0.58181817965074, 0.105454548346725, 0.294545457444408, 0.681818181818182, 0.103636362166567, 0.159999999810349, 0.220000000162558, 0.12090909040787, 8.13272723284635, 0.53909090703184, 0.544545449993827, 1.64727273854342, 4.02090907096863, 0.37272726947611, 0.276363639668985, 0.13818181949583, 0.425454547459429, 2.08363635973497, 0.38818181712519, 0.184545454653827, 0.142727271399715, 0.274545453319495, 0.256363634358753, 0.28636363233355, 1.66454547101801, 0.225454544479197, 0.327272724021565, 0.386363633654334, 0.369090909307653, 0.177272727712989, 0.193636364218864, 1.3654545518485, 0.575454552742568, 0.263636363162236, 0.782727274027738, 0.138181818649173, 0.59090909327973, 1.24090909348293, 0.430000002919273, 0.291818180883473, 0.829090923070908, 0.101818182759664, 0.09454545378685, 1.23636365478689, 0.196363641457124, 0.347272725267844, 2.26090910217979, 0.733636358414184, 3.12000002644279, 2.85636365955526, 0.909090908752246, 0.346363641321659, 0.142727272923697, 1.06090909107165, 0.295454541390592, 2.28909092599695, 0.11727272736078, 7.23727278275923, 0.381818186153065, 0.797272729602727, 1.74181815169074, 1.55272727662867, 0.0990909095853567, 0.373636363582178, 0.149999998340552, 0.0909090912477537, 0.282727274705063, 0.121818181973967, 0.290909092534672, 0.185454545034604, 0.129999998448925, 0.149090906774456, 3.1209091164849, 0.275454544885592, 1.40363636341962, 0.388181821189143, 0.128181815994057, 2.52727269584482, 0.808181814172051, 2.36090910976583, 0.223636363717643, 0.31363636593927, 0.797272726046768, 0.137272725728425, 12.98181811246, 1.46909090605649, 0.106363635510206, 8.10000003467907, 0.214545457200571, 0.249999994920059, 0.271818175742572, 0.120909090915864, 0.146363636986776, 0.802727282047272, 1.28181819008155, 2.75909091125835, 0.361818182197484, 0.224545454437082, 0.239090910012072, 1.31999999284744, 0.110000000419942, 0.269090912558816, 2.73090911047025, 2.35454546863382, 0.917272726581855, 0.101818180050362, 1.80272727391937, 1.42818185077472, 0.532727280800993, 0.299090911888263, 0.767272721637379, 0.321818179874258, 0.322727269069715, 0.970909094268625, 0.821818177334287, 2.69272727045146, 2.89363640817729, 1.10818179899996, 0.898181815039028, 0.229999998076396, 1.62545454502106, 1.33727272261273, 3.60363632982427, 1.69272726300088, 0.879090908237479, 1.32090910727328, 0.273636365140026, 0.205454547466202, 0.141818180510944, 3.63727268305692, 0.681818174028939, 1.07272727279501, 0.217272727665576, 0.108181819319725, 0.163636359809475, 0.416363633491776, 0.429090907627886, 1.79090908440677, 1.01181816783818, 0.684545442631299, 3.53818176009438, 0.475454539060593, 0.553636373952031, 0.1963636348532, 0.934545453299176, 1.01272726533088, 0.482727267525413, 1.96545453505083, 2.20909091288393, 0.188181817192923, 8.36727278882807, 4.60454546321522, 0.318181818181818, 0.233636368404735, 0.205454545264894, 0.217272723601623, 0.236363633112474, 2.01818180084229, 0.179999999363314, 0.119090907953002, 0.146363637664101, 0.391818180510944, 2.72000000693581, 0.15545454621315, 0.126363634385846, 2.26636362075806, 0.742727268825878, 1.14818181232973, 0.100909090177579, 0.255454547703266, 0.338181824508038, 0.650909090583975, 0.359090907668526, 0.211818184364926, 0.904545452784408, 4.64636367017573, 0.736363636160439, 0.361818171190945, 0.143636363135143, 1.02272729304704, 0.169999999078837, 0.836363636634567, 0.119090909646316, 1.08090909773653, 0.170909091660922, 1.17636365104805, 1.21999999068, 0.132727271961895, 0.269090911204165, 0.219090910120444, 0.124545452608304, 1.73909090323882, 0.800909093835137, 0.305454546077685, 2.57818181880496, 2.23454547199336, 1.29363635588776, 0.261818181723356, 0.800909100608392, 9.68545458533547, 0.606363629414277, 1.89090911366723, 3.5790909068151, 0.459090900184079, 1.2563636302948, 2.83090907877142, 2.0636363688179, 0.499090913513845, 0.134545453908769, 0.116363634778695, 0.0972727266224948, 2.60454547134313, 0.571818174116991, 0.249090907756578, 0.133636362342672, 0.370909091423858, 0.797272741794586, 0.982727272266691, 2.13363636081869, 1.27999998493628, 0.167272726581855, 0.154545456001704, 4.96545458923687, 6.28181827068329, 0.266363635659218, 1.44636363468387, 0.734545450318943, 3.90363632548939, 1.5490909002044, 0.289999999783256, 1.20181819254702, 0.277272725647146, 0.150909091938626, 1.44181819395585, 1.19454543969848, 1.50818182121624, 1.18090908635746, 1.07909089326859, 2.40090910954909, 7.33363637057218, 4.33636362986131, 0.135454546321522, 2.98818179152229, 2.64000001414256, 0.596363638612357, 0.330909087576649, 1.21545453911478, 3.73909091949463, 0.930909080938859, 0.0972727274691517, 1.7254545471885, 4.42909095504067, 0.159999999810349, 0.302727270532738, 0.865454543720592, 0.231818180192601, 1.31363636390729, 0.527272736823017, 0.321818186478181, 0.100909091701562, 0.0927272713319822, 1.59272726015611, 0.526363634927706, 0.124545457688245, 6.5754544951699, 1.51454545692964, 0.499999994412065, 1.61272725615312, 0.109090906144543, 0.317272725430402, 0.173636365004561, 0.197272726080634, 1.07090908238156, 2.77636360038411, 0.619090909307653, 2.9590909181332, 0.830000003630465, 4.94818180257624, 0.855454545129429, 0.126363634216515, 0.15818181600083, 0.22909090667963, 0.141818183220246, 0.0981818161566149, 0.171818182719025, 0.0936363617127592, 0.0954545453529466, 2.41818183118647, 3.08545455065641, 0.159090909598903, 0.28272727555172, 0.675454546104778, 3.01454542983662, 0.297272721474821, 1.15000000189651, 1.02090909281238, 2.95545453645966, 2.53545452247966, 0.301818181506612, 0.340909093787724, 0.271818183362484, 1.73181816190481, 0.290000004524534, 1.18818180669438, 0.0909090922637419, 0.187272729521448, 1.36090909063139, 0.380000005052848, 0.26454545692964, 6.47727283564481, 0.99454545432871, 0.327272732488134, 1.1154545599764, 0.476363625377417, 0.250000001693314, 0.368181816048243, 2.7318181774833, 1.85818180170926, 0.244545455683361, 0.215454546226697, 0.104545455087315, 0.204545453190804, 2.49909091537649, 8.78090919147838, 0.613636355508458, 4.78272729570215, 0.296363637189973, 1.10636364329945, 3.22090909426863, 0.163636365058747, 1.39636364579201, 0.0963636357337236, 0.689090904864398, 0.11909090896899, 0.521818181330508, 0.292727275328203, 2.0309090831063, 0.204545453190804, 0.79636363549666, 0.358181820674376, 0.179999999701977, 3.19636365229433, 3.2536364143545, 0.106363635340875, 1.23727271773598, 0.719090908935124, 3.39090912992304, 0.642727277495644, 0.418181817639958, 0.225454548373818, 2.01000000130046, 0.243636362423951, 2.85909088142216, 3.63999995318326, 3.31454547968778, 0.598181822083213, 0.43181817910888, 1.24090908484703, 0.564545456150716, 0.24454545551403, 2.46909090063789, 0.630909085951068, 3.08363634347916, 2.04909091646021, 2.5672727281397, 0.919090908020735, 0.86363635821776, 0.57727273079482, 0.118181818249551, 2.70545453645966, 0.170909090814265, 0.0918181795965542, 0.179999997500669, 1.52909089218486, 0.1345454540781, 0.178181821649725, 0.164545455947518, 0.987272701988166, 20.4718179702759, 0.359999996863983, 0.184545456008478, 4.59818183292042, 0.167272727597844, 0.909090920774774, 0.360909089276736, 0.249090908603235, 0.616363637826659, 0.127272728491913, 0.194545458663594, 0.254545453935862, 7.35636364329945, 0.117272727191448, 0.951818184419112, 0.268181815743446, 4.0990908796137, 0.0945454536175186, 0.235454544425011, 2.00909088958393, 0.104545454748652, 0.992727255279368, 1.98000001907349, 0.204545453190804, 0.104545453732664, 9.55545451424339, 0.333636365830898, 0.144545454193245, 0.192727276378057, 0.798181810162284, 5.58454546061429, 0.23909090611745, 0.210909090258858, 0.523636360060085, 0.159090909429572, 0.268181816759435, 0.16272727095268, 0.161818182095885, 2.32545454664664, 0.841818185015158, 0.633636381477118, 0.515454548157074, 2.49636364525015, 0.337272728708657, 1.15545455857434, 0.835454550656405, 0.105454545298761, 1.43272723020478, 0.53363635763526, 0.304545449600978, 0.774545442651619, 0.129999999803576, 0.122727274048057, 0.460000006312674, 0.273636369881305, 2.42272725430402, 2.16090908375653, 3.74999996748838, 0.584545461968942, 8.76090903715654, 0.241818179969083, 4.03727276758714, 0.638181821189143, 0.305454540320418, 1.22181817076423, 0.130909088829702, 0.123636362227527, 0.621818176724694, 0.120000000365756, 2.22181818295609, 2.68181819807399, 2.54272723197937, 0.273636359890754, 1.39818181232973, 1.98727272857319, 0.135454546321522, 0.532727262513204, 1.3263636353341, 0.574545457959175, 0.39818181774833, 0.529090909456665, 0.444545454430309, 0.114545454186472, 0.81000000780279, 3.09000002254139, 0.0981818192045797, 0.940909082239324, 0.693636364557526, 1.53454544327476, 0.0972727279771458, 5.13454545627941, 7.22818183898926, 2.15818183530461, 0.112727272578261, 0.151818183335391, 0.363636363636364, 0.410000001842325, 0.29454545405778, 0.460909086194905, 1.2072727219625, 2.09818182750182, 1.08636362986131, 1.92000000043349, 0.248181817883795, 0.196363635361195, 0.227272725240751, 0.110909091647376, 0.261818181723356, 3.42454546689987, 0.217272728681564, 0.613636359572411, 0.180909090421417, 1.43090909042142, 0.0954545451836152, 0.15818182209676, 0.0981818181885914, 0.229090910066258, 0.427272718230432, 0.198181816122749, 1.1454545406794, 2.50363633849404, 0.239090908657421, 0.166363636201078, 0.505454547364603, 1.73363636484878, 0.230000000955029, 4.88363631205125, 0.583636362444271, 3.48909091949463, 0.46636363745413, 4.29272730783983, 3.24454546516592, 0.0927272716706449, 3.97454550049522, 0.290909090841358, 0.265454548665068, 2.74181814898144, 1.67636363885619, 1.28999999436465, 1.44181816144423, 0.276363634419712, 0.23636364005506, 2.85272727771239, 0.377272731878541, 7.85272726822983, 0.365454548461871, 1.37181818078865, 3.3054545304992, 0.166363633491776, 8.08636366237294, 0.146363639526746, 0.490000002763488, 0.196363637393171, 0.561818182468414, 0.533636358651248, 0.25272727588361, 0.149999999525872, 12.9727273854342, 0.163636363196102, 0.565454533154314, 0.358181825076992, 0.965454548597336, 0.147272726351565, 0.257272727110169, 1.474545432424, 0.702727277170528, 0.149090907790444, 0.359090912071141, 0.504545451565222, 0.270909091288393, 0.173636365681887, 0.296363632448695, 0.237272724509239, 0.0936363617127592, 0.387272729115053, 0.259090907871723, 0.398181818764318, 0.109999998895959, 0.818181829019026, 0.64272727207704, 0.427272732962262, 0.658181814984842, 0.441818189553239, 0.294545455412431, 4.42909096045928, 0.572727270085703, 1.82999999956651, 0.929999996315349, 0.163636364042759, 0.226363638585264, 0.100909090516242, 0.34181818399917, 0.197272730991244, 0.0963636352257295, 0.216363635930148, 0.270909087901766, 2.11999996311285, 0.200000000948256, 0.176363636146892, 1.75090910697525, 1.0281818180599, 0.302727268839424, 0.859090903943235, 0.152727270837535, 0.306363639845089, 0.230909094383771, 0.336363627829335, 0.132727272131226, 0.200909094207666, 0.194545453752984, 3.2963636205955, 0.70363637059927, 0.13727272759107, 0.223636360839009, 0.170909095894207, 1.40636364031922, 0.116363639519973, 0.868181806057692, 0.390909088267521, 0.310909091071649, 0.316363635218956, 2.60090908679095, 0.813636365600608, 1.47545453093269, 0.308181819421324, 0.328181814910336, 1.42454544420947, 1.30818182602525, 0.966363636438142, 0.563636363907294, 0.159999998794361, 0.415454547005621, 0.594545461914756, 0.114545454186472]], ['apcp_sf5_1 outliers', 857, [0.592727283185179, 5.66999994624745, 0.768181808292866, 2.80909092859788, 3.94909094680439, 3.68636363202875, 1.48818179423159, 6.74454545974731, 1.88999999991872, 0.571818178180944, 2.33090906251561, 0.230909093537114, 0.479999997737733, 1.20363635366613, 0.624545456502925, 0.290000004693866, 8.81090914119374, 18.1354543512518, 6.41545447436246, 3.96909090605649, 0.789999998089942, 2.57181817835028, 6.50181809880517, 1.93727271800691, 2.83818184245716, 1.52727273716168, 1.29272725094448, 0.298181825063445, 8.09272718429565, 2.28909090974114, 2.02363632483916, 0.448181825943968, 5.65181823548946, 0.472727270288901, 6.05818181417205, 2.5909091017463, 0.26909090934152, 0.741818198595535, 0.250909097154032, 2.59545450860804, 0.967272728681564, 5.10454546321522, 0.627272725951943, 0.770000005310232, 0.300000006502325, 6.77727264707739, 19.2527269883589, 1.24272727424448, 1.4209090823477, 0.367272726514123, 1.7745454528115, 1.63818182051182, 0.259090905162421, 7.78272726319053, 2.01454545692964, 0.24636363576759, 4.85090907053514, 0.266363637013869, 0.497272722423077, 3.72090907530351, 0.563636362383311, 0.260909097099846, 0.536363643001426, 0.512727275490761, 0.981818180192601, 10.1736363714392, 0.842727276411923, 1.18181817098097, 0.268181817098097, 0.358181823383678, 0.236363630911166, 0.273636363446712, 0.245454549789429, 2.76454548402266, 3.56000001864, 10.5590910478072, 4.43090910261328, 0.795454538342628, 0.533636362207207, 7.97636365890503, 11.060000072826, 0.368181813677604, 0.696363625201312, 3.18727273290808, 2.11090911247513, 6.07090906663375, 0.482727272944017, 1.31909091635184, 0.41636363891038, 0.352727274325761, 0.256363644349304, 0.560909095135602, 0.437272727489471, 15.9527270577171, 1.15272725712169, 0.459090904756026, 0.897272716022351, 0.715454559434544, 1.66090911626816, 4.8054545359178, 0.278181812133301, 0.517272718758746, 4.6490909863602, 1.93454545194452, 0.511818182739345, 1.12999998981302, 12.8172726197676, 0.607272731986913, 1.45363635908474, 0.481818191029809, 5.02636367082596, 5.02636365457015, 4.82454548437487, 1.62181820110841, 0.611818187954751, 0.821818183768879, 1.47272730957378, 0.234545453028245, 2.06636363809759, 9.55090913989327, 7.35454567995938, 0.552727276628668, 0.764545450495048, 1.06909091364254, 0.307272727177902, 0.776363630186428, 1.15272727337751, 1.34999997778372, 5.08363634889776, 6.15454550222917, 1.35636362839829, 5.54545456712896, 0.863636363636364, 0.967272741550749, 0.435454550114545, 2.57727271860296, 0.970000004226511, 1.07363636656241, 5.91909092122858, 2.30545454404571, 0.640909087251533, 0.3109090924263, 0.269090912558816, 0.366363640535961, 6.9072727506811, 0.254545449025252, 6.64272731000727, 0.402727269144221, 7.83000009710138, 1.54818183590065, 2.08181817152283, 0.239090910350735, 0.355454547838731, 4.34636365283619, 0.387272725728425, 2.76454541527412, 0.401818192987279, 4.0063636302948, 0.240000003440814, 1.66000002080744, 5.23545453765176, 0.269090911542827, 3.28454546494917, 0.957272717898542, 1.21000000089407, 2.86363634738055, 0.35545454648408, 14.1090908484025, 0.79363636333834, 3.90272727879611, 0.398181817240336, 5.1599999666214, 0.469090905379165, 1.68454546278173, 1.02181817726655, 0.827272726730867, 2.56181817704981, 3.9072727506811, 4.84909102320671, 0.722727266902273, 0.32818182151426, 1.54727273231203, 1.9200000166893, 0.45545454103161, 7.13636367971247, 0.276363636282357, 2.00272725116123, 0.34454545988278, 4.52727272293784, 11.8872727480802, 0.929090914739804, 4.62999998439442, 14.5636362595992, 0.536363642324101, 0.745454538952221, 0.569090903482654, 0.311818179759112, 18.3936365300959, 0.297272729602727, 18.0809094255621, 1.4572727273811, 1.51545454697175, 0.435454544695941, 2.26454546234824, 0.387272733856331, 1.77636361122131, 2.26363633979451, 1.06363636526194, 11.0336363965815, 2.20727272331715, 0.611818183552135, 3.7818181541833, 0.472727284512737, 6.64181821996515, 8.77090913599188, 0.408181819048795, 1.35181819308888, 0.590909096327695, 15.8354543339122, 5.41727269779552, 0.419090899723497, 0.336363635957241, 0.777272745966911, 10.0727273659273, 5.3618181402033, 0.233636365695433, 0.457272727381099, 0.3790909034962, 6.04454542561011, 0.249999995258721, 1.66272727467797, 1.36909089847045, 0.392727275463668, 5.91909087787975, 4.07999996705489, 1.43818180669438, 0.309999998150901, 2.09454545649615, 0.341818180951205, 0.355454547161406, 1.18181818249551, 0.300000002438372, 5.56363636797125, 0.970000007613139, 0.33181818574667, 5.15909088741649, 1.04090909456665, 0.634545456787402, 1.17363635044206, 1.72636360878294, 1.39454545419325, 0.256363639946688, 1.67727269909599, 0.918181825767864, 0.232727271589366, 0.481818184933879, 0.963636365803805, 1.10545455122536, 0.56181817704981, 31.0927274877375, 5.04000009189953, 0.271818182685158, 1.49000000411814, 0.89909090237184, 0.911818179217252, 4.2309091091156, 8.36090907183561, 6.85636379502036, 0.682727271860296, 5.29090905189514, 0.636363635008985, 5.55454543165185, 1.21818183091554, 2.44545452161269, 0.351818184960972, 0.294545456428419, 0.945454548705708, 6.30000001733953, 0.775454550981522, 0.446363637393171, 1.71090910651467, 0.874545445496386, 0.274545459584756, 9.54363636537032, 0.712727286598899, 0.765454546971755, 2.70272726362402, 6.87272728573192, 0.27818182178519, 0.880000000650233, 1.12636362964457, 0.497272731228308, 1.29999999566512, 3.53909093683416, 0.630909094078974, 0.256363639777357, 2.35181815786795, 0.333636366508224, 0.8981818116524, 0.529999996450814, 2.46454545584592, 0.373636365614154, 0.501818176189607, 1.09727270494808, 0.418181823058562, 0.642727265303785, 0.976363629780032, 0.335454545915127, 0.335454542528499, 2.93454545736313, 0.962727263569832, 0.312727270139889, 1.28363636203788, 0.820000004361976, 2.97636364264922, 0.579999995841221, 0.289090906015851, 0.841818175532601, 1.92545453526757, 0.244545459747314, 0.792727260765704, 5.52181819352237, 2.30000003088604, 5.02090909264304, 3.92909089001742, 1.21090907874432, 0.715454555370591, 2.24272727559913, 0.430000001733953, 4.3299999778921, 0.390909097411416, 9.85818186673251, 1.89909088408405, 1.44272727316076, 2.85818181796507, 1.56272726709192, 0.652727278796109, 0.248181815851818, 0.476363637230613, 1.46272723783146, 4.15363636883822, 0.246363639154217, 6.11454545367848, 0.365454545075243, 3.05818181688135, 1.30090906132351, 0.573636360805143, 6.80090899900957, 1.85727272250436, 3.67272730307146, 0.361818186261437, 0.313636368648572, 0.821818179704926, 0.648181825876236, 15.6081817800348, 2.97181822495027, 0.3718181848526, 13.0727271600203, 0.565454539927569, 0.820000010457906, 0.734545457092198, 0.274545448239554, 0.266363633627241, 0.345454547892917, 1.14272727749564, 2.6763636469841, 4.43999994884838, 1.3136363666166, 0.448181816122749, 0.360909093510021, 2.13727274808017, 0.488181811842051, 0.637272720987147, 6.51636362075806, 3.35545454242013, 1.62636362270198, 3.22636360471899, 3.26727274060249, 1.14272728020495, 0.680000002241947, 0.954545454545455, 0.325454554943876, 0.254545450887897, 0.319999998266047, 1.02545454827222, 0.842727266421372, 3.482727245851, 3.80545456572012, 2.88727275349877, 1.35454546863383, 0.435454541986639, 2.15181818333539, 1.8727272586389, 5.30999998612837, 2.00090903551741, 3.24454542994499, 1.56272731044076, 2.49454540827058, 0.297272722490809, 3.75454540686174, 1.33909092437137, 1.75636360591108, 0.269090906462886, 0.466363629156893, 0.482727266170762, 2.29818182099949, 1.53545456515117, 0.755454544993964, 5.56363638964566, 0.480000001463023, 0.581818185408007, 1.60454546660185, 1.35818180966784, 6.65090903097933, 0.691818183118647, 3.3363636081869, 2.34909091483463, 0.365454551848498, 13.9518181844191, 8.50090917673978, 0.616363633762706, 1.75181816924702, 0.90363636477427, 0.263636360283602, 0.486363635821776, 3.33090907877142, 0.385454540902918, 0.427272726527669, 0.746363626623696, 0.907272722233425, 3.8572727766904, 3.53454545953057, 11.0363636016846, 4.20090913772583, 1.36999999528581, 0.280909093604846, 0.53818181140179, 0.284545451741327, 1.03272726860913, 0.667272733693773, 0.889090913263234, 1.8854545219378, 5.13363634456288, 1.26363639922982, 0.47363635728305, 0.716363630511544, 2.05090910738165, 0.330000002275814, 1.59363635019823, 2.03090907396241, 1.31909091093323, 0.288181813941761, 8.6890909021551, 2.23454548553987, 0.229090905324979, 0.300909093157812, 0.245454549789429, 0.277272729033774, 0.540909090841358, 3.38181824033911, 1.07000000910325, 0.328181816772981, 3.76545456187292, 3.00363645228473, 1.4799999770793, 0.257272726771506, 0.816363642161543, 12.6736361763694, 3.01636359908364, 3.60000000216744, 15.4090910824862, 0.501818185502833, 1.42090907963839, 3.54636357589201, 2.51181818849661, 0.52363636683334, 0.817272726785053, 3.40999998287721, 1.86000001295046, 0.79090908982537, 1.74909090047533, 1.1309090829031, 2.17363638227636, 1.66090907088735, 2.66818184744228, 1.50909089093859, 5.5036364143545, 10.0536365075545, 0.364545457742431, 3.74090912125327, 0.940909082239324, 5.70272727446123, 3.25181812589819, 4.01454550569708, 1.54909089478579, 0.443636366928166, 0.303636362606829, 5.12363641912287, 7.93636371872642, 1.80272727662867, 2.04090909524397, 2.07090908830816, 11.417272827842, 13.3309090354226, 11.9872727827592, 0.763636370951479, 4.00999996337024, 4.80909092656591, 2.07636365192858, 0.591818189079111, 2.51272726871751, 5.00090913339095, 4.49090904539282, 4.79000000520186, 5.09000002254139, 0.47181818431074, 1.47636363181201, 0.300909093835137, 3.79818179390647, 1.01000002043491, 0.799999988891862, 0.476363629102707, 3.19272726232355, 2.50999999181791, 10.0645454580134, 3.53545450622385, 2.11363636092706, 3.6354545165192, 0.346363635225729, 0.375454547730359, 0.742727268825878, 0.688181839206002, 1.19545455175367, 10.9063636172902, 0.983636373823339, 4.16090914776379, 3.51090912927281, 17.0954544760964, 0.859999996017326, 0.260909090495922, 3.11272729425268, 0.382727264172652, 0.232727273621342, 0.241818179799752, 0.376363638111136, 3.13727276298133, 4.43727267872204, 0.321818182075566, 0.322727269916372, 0.753636368296363, 4.11818181384693, 0.374545457349582, 1.2036363794045, 5.92272729155692, 4.28363634239544, 16.7399999445135, 1.00545455108989, 1.01454546742819, 0.615454557267102, 0.372727280313318, 2.10818183015693, 2.97909087484533, 1.44363636320288, 0.289090909063816, 4.5518181107261, 0.788181806829843, 1.17818184061484, 8.84181820262562, 1.52636362747713, 0.649090917273001, 2.14545454762199, 0.808181814341383, 0.316363633694974, 1.08454545384104, 7.67545448650013, 2.82090910998258, 0.271818185394461, 0.673636371439153, 0.27000000260093, 5.26727271080017, 14.9418180639094, 0.727272721854123, 6.91909092122858, 0.399090906435793, 10.5199999809265, 4.84363634071567, 3.42727275954729, 1.39999999512326, 2.12363637577404, 0.286363628438928, 0.907272733409296, 1.0427272699096, 0.325454552065242, 4.9272727207704, 0.310909093780951, 0.813636357134039, 0.445454548705708, 0.295454546809196, 0.239090903577479, 4.85818173126741, 6.50090902501887, 2.15454540604895, 0.829090919514949, 4.60090910304676, 0.670000000433488, 0.62545454908501, 0.669090915809978, 3.03181819482283, 0.643636368553747, 4.00909097424962, 7.18272725018588, 4.56363642215729, 0.761818180030042, 0.575454554774544, 1.32181814854795, 0.589090905406258, 0.919090901924805, 2.98545455661687, 0.903636371547526, 6.03818189014088, 2.30818182771856, 2.6945454640822, 2.46090910194272, 1.05181818658655, 0.852727257392623, 11.3299998370084, 0.310909090563655, 0.761818192221902, 2.49545453895222, 1.79636366258968, 1.0372727338902, 36.8754549893466, 0.517272721129385, 8.0018181367354, 0.275454544208267, 1.5254545265978, 0.834545468064872, 0.382727276195179, 3.28909093141556, 0.235454542731697, 0.247272725132379, 0.429090911691839, 18.0545452291315, 0.234545460478826, 1.24545453353362, 0.579090914943001, 5.81909092989835, 0.282727277583697, 2.30000000650232, 2.16363635930148, 7.97272716869007, 0.268181823871352, 0.482727282595905, 0.358181814578447, 2.3109090870077, 16.5281819430265, 0.959999996152791, 0.231818183409897, 1.57545454122803, 0.454545462673361, 7.70181811939586, 0.237272724339908, 0.313636363907294, 0.816363632678986, 0.249090912328525, 3.04636366258968, 0.314545451240106, 7.01909081502394, 1.23454544490034, 1.05818181755868, 0.405454549430446, 0.63363635353744, 0.769090905108235, 3.51363637772473, 0.930909090929411, 4.16818185286088, 0.305454546585679, 1.14727273312482, 2.25454545224255, 0.587272706356916, 0.519999997859651, 0.799090906808322, 0.859090918844396, 1.2245454761115, 3.10818183963949, 6.59181815927679, 8.71636361425573, 1.05818183178251, 11.8399998924949, 0.264545449987054, 0.244545457207344, 4.08454548228871, 1.97909093580463, 0.748181822625073, 1.50727274472063, 2.23545455797152, 2.78090907226909, 0.274545453488827, 3.46999996900558, 3.51090909134258, 2.8354545398192, 0.290000004355203, 2.12363636493683, 4.74545461481268, 1.09818182072856, 1.50636362419887, 1.48818179423159, 0.699999998916279, 1.17999999767, 0.790000005032529, 1.21545456214385, 5.58818186413158, 0.302727275274017, 1.69727271253412, 0.714545446363362, 3.15999999371442, 0.239090910520066, 10.0445453903892, 12.9290908466686, 3.29636366800828, 0.518181815743446, 0.617272729223425, 0.349999998103489, 0.70363636450334, 1.48363636840474, 3.18999998136, 1.53363636406985, 8.33727283911272, 0.474545453082431, 0.885454535484314, 0.350909089500254, 1.89272725175728, 1.09272728183053, 0.571818170222369, 9.28727275674993, 0.388181810182604, 0.369090909307653, 0.891818176616322, 0.988181817260655, 4.89272731000727, 4.4000000520186, 0.45181818052449, 1.54636361619288, 0.581818173893473, 0.409999999133023, 2.36818182332949, 3.85000002384186, 0.360909088091417, 0.51727273772386, 2.72363635084846, 0.274545452811501, 6.66454536264593, 1.12727271426808, 4.08636362986131, 0.329090914265676, 0.782727274705063, 6.07181815667586, 4.91909096457742, 7.42818194085901, 0.229090915315531, 0.29818181829019, 0.263636366548863, 3.52454538778825, 3.65181818333539, 1.72909089110114, 3.56181820956143, 0.40636363202198, 1.17090907235715, 5.91909085620533, 0.635454547676173, 11.2072726596485, 2.16636361452666, 1.5072727040811, 4.42636368491433, 0.321818178180944, 17.4936365647749, 0.237272722985257, 1.15090908922932, 0.413636364720084, 2.64545455304059, 0.233636366711421, 3.34636363387108, 0.681818185204809, 0.269090910865502, 19.5381819118153, 0.259999998083169, 0.732727275653319, 0.578181827948852, 3.68454542756081, 0.260000002655116, 0.251818180084229, 3.55272729288448, 0.830909096381881, 0.230909094214439, 0.776363630186428, 0.661818180571903, 1.60090911388397, 0.648181816393679, 0.580909087068655, 0.416363634846427, 0.334545450454408, 1.62090910022909, 0.299090912396258, 0.656363642351194, 2.72818181731484, 1.12363634326241, 0.427272724834355, 1.22454547069289, 0.495454551482742, 0.441818178716031, 0.330909090963277, 11.4454544782639, 4.479090903293, 1.91818182034926, 3.48636364936829, 0.300000003793023, 1.04454544897784, 0.262727277522737, 0.528181823478504, 0.279999997805465, 0.46636363254352, 8.19545456496152, 0.846363645385612, 0.279999998821454, 0.803636365316131, 3.17090910537676, 2.00272727012634, 0.330909089608626, 2.90363639864055, 0.392727281559597, 0.729090905155648, 1.43818183361807, 1.56818179786205, 0.31000000170686, 3.68727275458249, 0.725454542277889, 0.237272728573192, 0.430909098379991, 1.97636365755038, 1.69909091429277, 0.940909077159383, 0.796363637189973, 0.621818182143298, 1.35181818902493, 3.61090908944607, 1.15363635105843, 1.65454546429894, 0.313636362383311, 0.331818176602775, 0.35999999534, 5.09181818095121, 2.34454545988278, 5.63090904192491, 0.568181814117865, 0.631818195635622, 1.75818180546842, 0.633636367591945]], ['dlwrf_s1_1 outliers', 0, []], ['dlwrf_s2_1 outliers', 0, []], ['dlwrf_s3_1 outliers', 0, []], ['dlwrf_s4_1 outliers', 0, []], ['dlwrf_s5_1 outliers', 0, []], ['dswrf_s1_1 outliers', 348, [0.909090909090909, 0.0909090909090909, 0.0909090909090909, 0.727272727272727, 0.181818181818182, 0.363636363636364, 1.09090909090909, 2.0, 2.0, 2.0, 1.18181818181818, 1.81818181818182, 2.81818181818182, 2.0, 2.0, 1.09090909090909, 2.0, 2.0, 2.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.818181818181818, 0.545454545454545, 0.818181818181818, 0.818181818181818, 0.545454545454545, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 0.181818181818182, 0.727272727272727, 0.636363636363636, 0.909090909090909, 0.363636363636364, 0.181818181818182, 0.363636363636364, 1.63636363636364, 1.90909090909091, 1.90909090909091, 2.0, 2.0, 0.363636363636364, 1.18181818181818, 1.63636363636364, 0.727272727272727, 2.0, 0.363636363636364, 0.545454545454545, 0.272727272727273, 0.545454545454545, 1.45454545454545, 1.27272727272727, 0.909090909090909, 0.636363636363636, 1.0, 1.0, 0.727272727272727, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 0.909090909090909, 0.909090909090909, 1.0, 1.0, 0.636363636363636, 0.727272727272727, 0.909090909090909, 1.0, 1.0, 1.0, 2.0, 1.09090909090909, 0.181818181818182, 0.363636363636364, 1.90909090909091, 0.727272727272727, 1.45454545454545, 0.363636363636364, 1.81818181818182, 1.45454545454545, 1.54545454545455, 0.363636363636364, 0.181818181818182, 0.909090909090909, 2.0, 2.0, 2.0, 0.909090909090909, 0.0909090909090909, 1.0, 1.0, 0.909090909090909, 0.909090909090909, 1.0, 0.0909090909090909, 0.0909090909090909, 0.818181818181818, 1.0, 1.0, 1.0, 0.181818181818182, 0.181818181818182, 0.818181818181818, 0.0909090909090909, 0.909090909090909, 0.0909090909090909, 0.272727272727273, 0.545454545454545, 0.818181818181818, 0.181818181818182, 0.545454545454545, 0.909090909090909, 0.727272727272727, 2.0, 2.0, 0.363636363636364, 1.63636363636364, 3.0, 0.272727272727273, 0.454545454545455, 3.0, 1.54545454545455, 2.0, 0.727272727272727, 2.0, 0.909090909090909, 1.81818181818182, 1.27272727272727, 1.0, 1.0, 0.454545454545455, 0.818181818181818, 0.636363636363636, 0.0909090909090909, 0.0909090909090909, 0.181818181818182, 0.636363636363636, 0.909090909090909, 1.0, 1.0, 1.0, 0.909090909090909, 0.454545454545455, 0.0909090909090909, 0.818181818181818, 0.909090909090909, 0.727272727272727, 0.727272727272727, 0.818181818181818, 0.0909090909090909, 1.45454545454545, 0.181818181818182, 0.363636363636364, 0.181818181818182, 3.0, 0.0909090909090909, 1.09090909090909, 2.0, 1.27272727272727, 2.0, 2.0, 1.90909090909091, 0.818181818181818, 1.36363636363636, 1.63636363636364, 1.27272727272727, 1.0, 0.0909090909090909, 1.0, 0.0909090909090909, 1.0, 0.181818181818182, 1.0, 0.363636363636364, 1.0, 1.0, 0.727272727272727, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 0.818181818181818, 0.0909090909090909, 0.727272727272727, 0.909090909090909, 0.727272727272727, 0.0909090909090909, 0.272727272727273, 0.181818181818182, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 0.0909090909090909, 0.727272727272727, 0.0909090909090909, 0.0909090909090909, 0.545454545454545, 0.272727272727273, 1.63636363636364, 0.181818181818182, 1.0, 1.0, 0.636363636363636, 0.636363636363636, 1.0, 1.0, 0.727272727272727, 1.0, 0.181818181818182, 0.0909090909090909, 0.272727272727273, 0.636363636363636, 0.727272727272727, 0.0909090909090909, 0.363636363636364, 3.0, 2.18181818181818, 1.45454545454545, 0.181818181818182, 2.0, 2.0, 2.0, 1.63636363636364, 1.0, 0.0909090909090909, 0.181818181818182, 0.363636363636364, 0.181818181818182, 0.818181818181818, 0.727272727272727, 0.909090909090909, 0.272727272727273, 0.636363636363636, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.63636363636364, 1.45454545454545, 0.363636363636364, 0.181818181818182, 0.0909090909090909, 0.818181818181818, 0.181818181818182, 0.272727272727273, 0.545454545454545, 0.0909090909090909, 0.181818181818182, 0.363636363636364, 1.0, 1.0, 1.0, 0.727272727272727, 0.181818181818182, 0.545454545454545, 0.0909090909090909, 0.272727272727273, 0.545454545454545, 0.909090909090909, 0.181818181818182, 0.545454545454545, 1.81818181818182, 0.545454545454545, 0.363636363636364, 0.181818181818182, 1.90909090909091, 1.63636363636364, 2.0, 0.636363636363636, 1.0, 0.545454545454545, 0.272727272727273, 0.909090909090909, 0.545454545454545, 0.636363636363636, 0.454545454545455, 0.272727272727273, 1.0, 1.0, 1.0, 0.818181818181818, 0.181818181818182, 1.45454545454545, 0.727272727272727, 0.545454545454545, 0.909090909090909, 2.54545454545455, 0.181818181818182, 0.909090909090909, 1.81818181818182, 0.363636363636364, 2.0, 1.0, 0.727272727272727, 0.363636363636364, 1.0, 0.272727272727273, 0.909090909090909, 0.909090909090909, 0.272727272727273, 1.0, 1.0, 0.181818181818182, 0.272727272727273, 0.727272727272727, 0.545454545454545, 0.272727272727273, 0.545454545454545, 1.54545454545455, 0.181818181818182, 1.09090909090909, 1.18181818181818, 0.909090909090909, 1.45454545454545, 0.181818181818182, 0.181818181818182, 0.909090909090909, 0.181818181818182, 0.181818181818182, 1.0, 0.636363636363636, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 0.0909090909090909, 0.181818181818182, 0.727272727272727, 1.0]], ['dswrf_s2_1 outliers', 0, []], ['dswrf_s3_1 outliers', 0, []], ['dswrf_s4_1 outliers', 0, []], ['dswrf_s5_1 outliers', 0, []], ['pres_ms1_1 outliers', 65, [103776.387784091, 103967.529119318, 103598.220880682, 103784.404119318, 103912.721590909, 103662.362926136, 103535.940340909, 103991.190340909, 103955.769886364, 103779.498579545, 103952.190340909, 104688.396306818, 104347.139204545, 103986.725852273, 103751.205965909, 103557.008522727, 104255.553267045, 103578.745028409, 104150.816761364, 103469.933948864, 103847.122869318, 103609.590909091, 104017.620028409, 104224.894176136, 103828.381392045, 103738.953835227, 103507.763494318, 103709.318892045, 103594.971590909, 103823.870028409, 104115.012784091, 103495.519886364, 104030.276278409, 103781.232244318, 103560.712357955, 103736.107954545, 103710.0234375, 104078.289772727, 103673.223011364, 103909.109375, 103491.15625, 103562.511363636, 103640.681107955, 103959.114346591, 103983.587357955, 103746.171875, 104250.884943182, 103729.647727273, 103587.2109375, 103534.512784091, 104233.099431818, 103643.975852273, 103487.943892045, 104251.518465909, 103639.933238636, 103818.269176136, 104286.901278409, 104001.446022727, 103896.535511364, 103805.504971591, 103654.733664773, 103475.228693182, 103763.572443182, 103554.685369318, 103804.597301136]], ['pres_ms2_1 outliers', 65, [103917.965909091, 103929.661931818, 103813.970170455, 103903.3984375, 103587.529829545, 103876.954545455, 103757.489346591, 103577.416193182, 104110.039772727, 103912.743607955, 103902.379971591, 104170.997159091, 104856.285511364, 103702.211647727, 104533.010653409, 104096.791193182, 103828.096590909, 103834.077414773, 104329.539772727, 103702.522017045, 104218.581676136, 103928.105113636, 103912.035511364, 103977.913352273, 104155.090198864, 103875.493607955, 103761.993607955, 103611.613636364, 103862.990056818, 103728.700284091, 103738.416193182, 104174.239346591, 103716.427556818, 104085.318181818, 103804.610085227, 103547.797585227, 103679.178267045, 103741.502840909, 103697.965198864, 103588.911221591, 104195.046875, 103995.991477273, 103738.765625, 103643.629971591, 103950.090198864, 103868.367897727, 103730.139204545, 104380.098011364, 103673.096590909, 103626.953835227, 103607.465198864, 104398.077414773, 103645.876420455, 104351.512784091, 103602.325284091, 103925.718039773, 104412.207386364, 103986.632102273, 103866.033380682, 103713.334517045, 103778.248579545, 103862.887784091, 103579.844460227, 103555.816051136, 103845.436079545]], ['pres_ms3_1 outliers', 81, [103957.349431818, 103511.857244318, 103821.921164773, 103737.636363636, 103819.375710227, 103760.997159091, 103734.360085227, 103605.860085227, 104043.074573864, 103631.605823864, 103463.409090909, 103917.6953125, 104370.911221591, 104693.185369318, 103604.394886364, 104408.441761364, 103934.923295455, 103473.505681818, 103702.759943182, 103958.614346591, 104232.703125, 103954.760653409, 104062.327414773, 103506.754971591, 103839.722301136, 104145.738636364, 103680.872869318, 103983.098721591, 103828.305397727, 103701.723011364, 103557.518465909, 103848.264914773, 103799.281960227, 103577.147017045, 103483.083806818, 103481.5703125, 103689.987926136, 104016.002130682, 103750.0859375, 104027.686079545, 103614.090909091, 103560.096590909, 103724.482244318, 103590.496448864, 103470.233664773, 103613.629971591, 103491.838778409, 104242.605113636, 103904.936079545, 103465.614346591, 103714.085227273, 103570.254261364, 103598.980823864, 103647.747869318, 103606.176136364, 103632.528409091, 103600.340909091, 104385.242897727, 103475.749289773, 103669.186079545, 103616.514204545, 103601.2890625, 103491.7734375, 104302.458096591, 103560.497159091, 103546.737215909, 103550.776278409, 103624.504261364, 104252.137073864, 103467.463778409, 103527.399147727, 103989.234375, 104449.029119318, 103977.112215909, 103670.244318182, 103495.085227273, 103726.254261364, 103802.84375, 103499.788352273, 103593.188920455, 103678.527698864]], ['pres_ms4_1 outliers', 83, [103682.639914773, 103482.450284091, 103422.527698864, 103354.223011364, 103475.276278409, 103239.859375, 103448.946022727, 103524.901278409, 103296.502840909, 103807.512073864, 103378.005681818, 103705.498579545, 104114.986505682, 104244.932528409, 103280.663352273, 103974.853693182, 103630.649147727, 103361.428977273, 103216.169034091, 103472.338778409, 103902.021306818, 103961.751420455, 103853.085227273, 103518.693892045, 103271.110085227, 103439.073863636, 104059.786931818, 103224.137784091, 103511.779119318, 103306.729403409, 103581.348011364, 103271.303977273, 103379.641335227, 103233.370738636, 103447.970880682, 103651.462357955, 103316.161221591, 103625.830255682, 103522.693181818, 103521.416903409, 103710.901988636, 103211.522017045, 103416.988636364, 103496.894176136, 103207.530539773, 103262.482954545, 103409.701704545, 103357.190340909, 103960.907670455, 103541.944602273, 103247.967329545, 103227.4609375, 103295.973721591, 103410.916193182, 103280.015625, 103471.423295455, 103423.043323864, 103512.750710227, 103378.813920455, 103303.774147727, 104106.8984375, 103457.909801136, 103245.201704545, 103216.659801136, 103303.334517045, 103295.264204545, 103962.690340909, 103342.363636364, 103389.841619318, 103239.557528409, 103503.639914773, 103953.130681818, 103220.247159091, 103269.210227273, 103776.635653409, 104131.829545455, 103764.203125, 103221.339488636, 103445.274147727, 103290.155539773, 103517.598011364, 103401.421164773, 103345.674005682]], ['pres_ms5_1 outliers', 76, [103632.971590909, 103690.673295455, 103412.144886364, 103238.361505682, 103419.666903409, 103430.250710227, 103356.866477273, 103522.806107955, 103821.502130682, 103530.933238636, 103662.159090909, 103323.359375, 104249.968039773, 104050.1953125, 103321.897727273, 103778.183238636, 103554.735795455, 103339.660511364, 103279.980823864, 103424.049005682, 103929.174005682, 103849.504261364, 103858.370028409, 103293.392755682, 103442.893465909, 103335.5390625, 104100.708806818, 103242.808238636, 103263.78125, 103337.946732955, 103506.035511364, 103346.953835227, 103238.299715909, 103282.369318182, 103693.939630682, 103400.172585227, 103826.818892045, 103411.848011364, 103249.701704545, 103548.254971591, 103685.634943182, 103421.948153409, 103614.068181818, 103309.59375, 103489.9453125, 103465.564630682, 103897.758522727, 103478.740056818, 103413.870028409, 103246.767045455, 103561.860085227, 103511.029829545, 103557.365056818, 103520.767045455, 103929.625, 103429.130681818, 103299.372159091, 103382.191761364, 103382.666903409, 103975.747869318, 103291.553267045, 103391.911221591, 103292.258522727, 103621.5546875, 103812.235085227, 103411.090909091, 103317.186789773, 103894.567471591, 104094.514914773, 103788.840909091, 103471.546164773, 103412.163352273, 103507.157670455, 103535.838068182, 103473.777698864, 103246.061789773]], ['pwat_ea1_1 outliers', 0, []], ['pwat_ea2_1 outliers', 0, []], ['pwat_ea3_1 outliers', 0, []], ['pwat_ea4_1 outliers', 0, []], ['pwat_ea5_1 outliers', 0, []], ['spfh_2m1_1 outliers', 0, []], ['spfh_2m2_1 outliers', 0, []], ['spfh_2m3_1 outliers', 0, []], ['spfh_2m4_1 outliers', 0, []], ['spfh_2m5_1 outliers', 0, []], ['tcdc_ea1_1 outliers', 612, [0.380000003359535, 0.395454542203383, 0.264545455913652, 0.339090913534164, 0.397272727706216, 0.19636363603852, 0.361818179488182, 0.489090908657421, 0.402727270668203, 0.432727268473669, 0.149090910499746, 0.347272725267844, 0.155454544181173, 0.458181814713912, 0.578181819482283, 0.270000001246279, 0.188181817531586, 0.207272724671797, 0.183636361225085, 0.312727269801227, 0.169090907343409, 0.52727273106575, 0.190909092399207, 0.154545453123071, 0.181818180632862, 0.416363632137125, 0.31636363809759, 0.183636362241073, 0.907272729006681, 0.167272727936506, 0.318181814964522, 0.175454545427452, 0.668181810866703, 0.307272727516564, 0.172727273946459, 0.171818180179054, 0.251818180084229, 0.150000001219186, 0.510909088633277, 0.333636362444271, 0.225454547188499, 0.273636362769387, 0.536363636905497, 0.385454546321522, 0.573636363853108, 0.43636364151131, 0.303636362606829, 0.452727273106575, 1.92090911215002, 0.156363639641892, 0.313636367971247, 0.321818181059577, 0.143636362627149, 0.20909091017463, 0.317272725430402, 0.160909092561765, 0.143636363473806, 0.33272727646611, 0.162727273323319, 0.354545452378013, 1.33818182078275, 0.182727274569598, 0.208181818777865, 0.350000004876744, 0.173636362633922, 0.151818182658065, 0.237272727218541, 0.415454542095011, 0.37181818366728, 0.302727275274017, 0.186363634738055, 0.14727272821421, 0.270909091288393, 1.04818181016228, 0.283636368133805, 0.180909089744091, 0.182727271182971, 0.319090910933234, 0.217272727665576, 0.201818183064461, 0.3809090947563, 0.150909091938626, 0.294545456428419, 0.470000000162558, 0.56181819059632, 0.913636370138688, 0.224545454437082, 0.141818183389577, 0.193636363202875, 0.769090907140212, 0.328181820836934, 0.152727274732156, 0.170909090475603, 0.162727272645994, 0.959090915593234, 0.16818182034926, 0.712727264924483, 0.498181814497167, 0.671818180517717, 0.713636363094503, 0.227272727272727, 0.492727268825878, 0.173636364665898, 0.20909091017463, 0.821818178350275, 0.259999995881861, 0.256363639777357, 1.14909089153463, 0.338181818750772, 0.261818182739344, 0.5063636302948, 0.245454546064138, 0.261818177998066, 0.33818182349205, 0.48909090730277, 0.154545454647053, 0.302727271548726, 0.495454547080127, 0.184545454992489, 0.34818181801926, 0.692727273160761, 0.32181818512353, 0.251818184317513, 0.14818181774833, 0.192727269943465, 0.144545454531908, 0.324545453217897, 1.06363635713404, 0.323636361821131, 0.150909091599963, 0.258181820538911, 0.587272719903426, 0.160909093916416, 0.85181818225167, 0.188181818208911, 0.727272727272727, 0.297272730957378, 0.436363634738055, 0.226363637230613, 0.217272724956274, 0.199090910906141, 0.309090910987421, 0.167272730307146, 0.790909100662578, 1.33454544977708, 1.49727271903645, 0.143636362119155, 0.719090901992538, 0.180000000379302, 0.190000005066395, 0.347272726622495, 0.727272721854123, 0.187272728166797, 0.277272727001797, 0.259090907194398, 0.944545442407781, 0.425454537976872, 0.330909092317928, 0.209090907465328, 0.206363635984334, 0.147272727706216, 0.304545456712896, 0.34272727234797, 0.585454547947103, 0.896363632245497, 0.28363636136055, 0.157272727990692, 1.07999999956651, 0.414545452052897, 1.05999999154698, 0.641818176616322, 0.235454548488964, 0.961818178946322, 0.623636364936829, 0.247272727164355, 0.996363628994335, 0.140909091992812, 0.566363629969684, 0.199090908874165, 0.199090906842188, 0.296363639560613, 0.293636368079619, 0.452727270397273, 0.329090906645764, 0.619090894406492, 0.355454543097453, 0.488181811842051, 0.259090908549049, 0.490909092805602, 0.264545454220338, 1.34636365283619, 0.355454550548033, 0.23363636772741, 0.530909083106301, 0.208181817423214, 0.259999999268488, 0.145454546944662, 0.182727273214947, 0.612727276303551, 0.162727274000645, 0.160000001165, 0.379090908576142, 0.152727272022854, 0.576363628560847, 0.142727272754366, 0.221818180246787, 0.201818183064461, 0.153636364604939, 0.508181818506934, 1.83363635973497, 0.380909093401649, 0.172727272253145, 0.143636365505782, 0.572727267715064, 0.181818183511496, 0.590000008994883, 0.683636356483806, 0.260000002655116, 0.32999999685721, 0.177272726866332, 0.202727269042622, 0.598181824792515, 0.375454542311755, 0.197272724725983, 0.240909092805602, 0.644545454870571, 0.212727271697738, 0.408181819048795, 0.217272728004239, 0.587272728031332, 0.25727272473953, 0.15181818198074, 0.516363645141775, 0.295454552227801, 0.495454536242919, 0.157272728329355, 1.00363637100567, 0.194545457308943, 0.239090908657421, 0.153636362064968, 0.24272727153518, 0.354545456441966, 0.370909088037231, 0.143636362288486, 0.44545454768972, 0.55999999425628, 0.292727272280238, 0.649090905081142, 0.431818185882135, 0.177272726866332, 0.213636360723864, 0.208181820301847, 0.659090914509513, 0.141818181018938, 0.532727271318436, 0.19363636134023, 0.155454546890476, 0.225454544479197, 0.161818181249228, 0.74999998645349, 0.259090908549049, 0.189090908928351, 0.312727270817215, 0.235454546456987, 0.235454547134313, 0.149999999356541, 0.954545439644293, 0.295454546809196, 0.15181818198074, 0.565454542636871, 0.167272730307146, 0.442727273160761, 1.59454544565894, 0.319999994202094, 0.192727274515412, 0.228181817314842, 0.251818175681613, 0.788181825117631, 0.410000001842325, 0.956363640048287, 0.697272723371332, 0.355454547838731, 0.247272727164355, 0.142727273093028, 0.159999999133023, 0.254545453597199, 0.202727270397273, 0.41090909188444, 0.168181818317283, 0.190909093753858, 0.180909092453393, 0.600000002167442, 0.278181819075888, 0.28727272559296, 0.389999996532093, 0.142727272754366, 0.202727274461226, 0.451818176291206, 0.267272726209326, 0.49909090928056, 0.539090904491869, 0.161818182603879, 0.392727269367738, 0.224545456130396, 0.308181816881353, 0.158181818032807, 0.348181819373911, 0.144545455886559, 0.3627272749489, 0.173636366697875, 1.57545456019315, 0.626363629644567, 0.371818180788647, 0.223636364394968, 0.186363636092706, 0.177272729575634, 0.674545461481268, 0.242727275599133, 0.314545452594757, 0.433636367321014, 0.168181818317283, 0.412727267904715, 1.7509090683677, 0.21545454046943, 0.389999999241395, 0.227272727950053, 0.306363635442474, 0.228181819346818, 0.154545454139059, 0.344545455141501, 0.329090910879048, 0.843636371872642, 0.211818184026263, 0.149090909483758, 0.706363637338985, 0.313636363907294, 0.304545458067547, 0.245454549789429, 0.855454537001523, 0.31727273017168, 0.178181819617748, 0.546363632787358, 0.413636368106712, 0.230909090150486, 0.170909089798277, 1.10636363246224, 0.876363637772473, 0.210000002926046, 0.455454541878267, 0.270909091965719, 0.279090905731375, 0.320909095081416, 0.232727275653319, 0.984545453028245, 0.247272721745751, 0.496363638476892, 0.212727273052389, 0.468181817369028, 0.476363631812009, 0.286363638260148, 0.262727276845412, 0.209090911529281, 0.150909091938626, 0.285454548218034, 0.20090909099037, 0.217272725972262, 0.445454547351057, 0.535454540090127, 0.147272726351565, 0.237272728573192, 0.203636363148689, 0.437272722070867, 0.532727274027738, 0.457272731445052, 1.24545454978943, 0.309090908278118, 0.200909090313044, 0.268181818452748, 0.24818181856112, 0.2590909099037, 0.289999998428605, 0.164545454762199, 0.209090911190618, 0.299999998374419, 0.268181813034144, 0.15909091044556, 0.213636364449154, 0.169090909714049, 0.271818181330507, 0.143636363473806, 0.149999999864535, 0.173636366020549, 0.429090908982537, 0.267272728410634, 0.47181818431074, 0.163636363365433, 0.438181806694378, 0.396363642066717, 0.182727273214947, 0.274545454166152, 0.25727272846482, 0.146363635970788, 0.220000002702529, 0.204545455900106, 0.158181817694144, 0.78454545953057, 0.170909093523567, 0.371818182143298, 1.25727272033691, 0.171818182719025, 0.147272728044878, 0.856363637880845, 0.313636363229968, 0.158181819048795, 0.489999995990233, 0.332727270708843, 0.540909092534672, 0.209999997507442, 0.174545453692024, 0.277272728356448, 0.165454544126987, 0.753636352040551, 0.283636364069852, 0.291818181222135, 0.881818180734461, 1.0236363790252, 0.189090907235037, 0.549090905623002, 0.20363636450334, 0.981818185611205, 0.268181819807399, 0.211818180978298, 0.335454545237801, 0.454545450481501, 0.166363634677096, 1.2563636248762, 0.162727272645994, 0.170909089459614, 0.216363637962125, 0.167272728952495, 0.986363637176427, 0.358181814578447, 0.370909090069207, 0.17818181741644, 0.427272723479704, 0.425454549152743, 0.192727273838087, 0.433636360547759, 0.288181813603098, 0.203636363826015, 0.198181819509376, 0.276363636959683, 0.2118181836876, 0.367272726514123, 0.478181811896237, 0.155454547059807, 0.345454546538266, 0.179090911691839, 0.955454533750361, 0.494545446200804, 0.350000006231395, 1.30272727662867, 0.210000001571395, 0.195454544641755, 0.423636371439154, 0.163636362688108, 0.239090907980095, 0.318181819536469, 0.15454545549371, 0.20545454594222, 0.2118181836876, 0.300909092480486, 0.15818181972612, 0.266363637013869, 0.471818193793297, 0.287272728302262, 0.572727276520296, 0.936363648284565, 0.301818178458647, 0.147272729060867, 0.189090909605676, 0.140909090638161, 0.220909087834033, 0.286363636228171, 0.265454549681057, 0.838181812654842, 0.154545454139059, 0.561818185177716, 0.170909090475603, 0.280909089879556, 0.644545450129292, 0.703636361794038, 0.377272723750635, 0.604545455087315, 0.280909088863568, 0.710909084840254, 0.532727268609134, 0.250909088687463, 0.619999991221861, 0.352727269584482, 1.32272725755518, 0.146363636986776, 0.141818182034926, 0.47181818431074, 0.375454542311755, 0.145454545928673, 0.150909091599963, 0.177272727543657, 0.236363637853752, 0.558181808753447, 0.239090910858729, 0.209090908819979, 0.355454542420127, 0.738181824033911, 0.221818180246787, 0.249999998645349, 0.270909091288393, 0.268181818452748, 0.634545456279408, 0.295454545454545, 0.518181819807399, 0.328181818127632, 0.186363638124683, 0.23090908811851, 0.592727276411923, 0.508181818506934, 1.27818180214275, 0.658181819048795, 0.220000000162558, 0.163636363704096, 0.264545453712344, 0.542727269909599, 0.199090911583467, 0.17818181487647, 0.281818185340274, 0.267272729765285, 0.330909090963277, 0.30636363747445, 0.827272732149471, 0.233636360276829, 0.211818183010275, 0.284545454111966, 0.248181815851818, 0.15272727270018, 0.140909091992812, 0.642727280204946, 0.187272727489471, 0.162727273153988, 0.987272723154588, 0.59636363658038, 1.02636364102364, 0.393636364828457, 0.190909090028568, 0.196363636377183, 0.329999998211861, 0.202727270227942, 0.889090903780677, 0.83272726427425, 1.15636362812736, 0.192727272483436, 0.776363630186428, 0.798181820999492, 0.495454549789429, 0.268181817098097, 0.20090909099037, 0.423636363311247, 0.458181817423214, 0.301818181167949, 0.15181818198074, 0.169999999756163, 0.297272730957378, 0.490909088741649, 0.999090899120678, 0.211818180300973, 0.657272720878774, 0.236363639208404, 0.197272727435285, 0.215454543178732, 0.194545455954292, 0.535454546863383, 0.743636358867992, 0.363636366345666, 0.213636364449154, 0.773636357350783, 0.369999999349768, 0.717272720553658, 0.646363634954799, 0.298181822354143, 0.233636364340782, 0.72818181460554, 0.280909089879556, 0.389090906489979, 0.19454545324499, 0.204545451836152, 0.218181815337051, 0.321818181059577, 0.407272729006681, 0.342727271670645, 0.220000004226511, 0.16454545611685, 0.730000000447035, 0.27545454827222, 0.162727273831313, 0.553636361252178, 0.436363634738055, 0.912727269259366, 0.187272726812146, 0.383636362173341, 0.158181820742109, 0.190909091721882, 0.171818182549693, 0.281818183985623]], ['tcdc_ea2_1 outliers', 616, [0.268181818452748, 0.340000002221628, 0.611818182197484, 0.190909091721882, 0.357272731986913, 0.23363636163148, 0.166363637217067, 0.59636363658038, 0.165454545142976, 0.245454547080127, 0.27272726866332, 0.17272727530111, 0.173636363988573, 0.668181809512052, 0.487272725694559, 0.182727271182971, 0.260909088633277, 0.26090909269723, 0.195454545996406, 0.178181817585772, 0.283636362715201, 0.319090912287885, 0.436363638463345, 0.374545453624292, 0.196363639425148, 0.212727276439017, 0.223636364733631, 0.23636363514445, 0.254545455629175, 0.201818179677833, 0.530909091234207, 0.169090910052711, 0.156363635239276, 0.292727272618901, 0.192727273668755, 0.429090907627886, 0.210909088565545, 0.309999996965582, 0.222727271643552, 0.298181825063445, 0.331818182360042, 0.233636362986131, 0.177272728220983, 1.14818181232973, 0.599090912125327, 0.263636364178224, 0.899090913209048, 0.159090909090909, 0.443636363202875, 0.316363639452241, 0.223636364394968, 0.16818182034926, 0.23545454307036, 0.415454542095011, 0.149090909822421, 0.663636364720084, 1.04727273095738, 0.244545452974059, 0.149090910499746, 0.177272728898309, 0.281818182630972, 0.264545455574989, 0.207272726703774, 0.168181818317283, 0.158181818371469, 0.249090907248584, 2.37000001560558, 0.329999999566512, 0.389999996532093, 0.179090911014514, 0.373636359518225, 0.308181820945306, 0.309090910987421, 0.254545456814495, 0.311818181452426, 0.206363637338985, 0.162727274339307, 0.293636368079619, 0.163636364042759, 0.213636363094503, 0.17818181860176, 0.35636363720352, 0.62000000205907, 0.527272728356448, 0.14818181774833, 0.173636362633922, 0.23272727091204, 0.688181817531586, 0.410000000826337, 1.18545456366106, 0.175454546782103, 0.22000000287186, 0.24454545432871, 0.276363635605032, 0.58272726427425, 0.163636364042759, 0.522727272727273, 0.167272726581855, 0.155454546890476, 0.18727272613482, 0.239090908657421, 0.185454547405243, 0.174545456739989, 0.243636364286596, 0.658181819048795, 0.322727273810994, 0.369090912016955, 0.439090908081694, 0.804545456712896, 0.329999995502559, 0.180909092453393, 0.772727267308669, 0.20999999852343, 0.319999998266047, 0.175454544072801, 0.435454539277337, 0.996363628994335, 0.19454545324499, 0.173636365004561, 0.227272728627378, 0.210909088904207, 0.695454548705708, 0.172727273269133, 0.158181818371469, 0.505454541607337, 0.238181818615307, 0.151818179948763, 0.251818180084229, 0.722727271643552, 0.167272728275169, 0.168181819671934, 0.277272730388425, 0.45909091017463, 0.232727272944017, 0.180000000717965, 0.237272729927843, 0.58090909502723, 0.196363638747822, 1.48909091407602, 0.317272726107727, 0.828181819482283, 0.205454547296871, 0.222727270288901, 0.507272727110169, 0.210000000216744, 0.402727267958901, 0.598181812600656, 0.353636366399852, 0.190909091721882, 0.157272726297379, 0.848181811246005, 0.151818180626089, 0.356363637880846, 0.47363636710427, 0.305454548109661, 0.221818180246787, 0.172727269035849, 0.590000000866977, 0.372727273540063, 0.307272724129937, 0.565454545346173, 0.350909092209556, 1.15000000866977, 0.747272732582959, 0.152727275070819, 0.490000001408837, 0.743636364286596, 0.149090906774456, 0.649999992413954, 0.210000000555407, 0.423636363311247, 0.32272726974704, 0.212727270851081, 0.250909089872783, 0.222727272998203, 0.235454545779662, 0.251818178729578, 0.539999999783256, 0.395454542711377, 0.232727271928029, 0.275454546917569, 0.330909090963277, 0.45272726633332, 0.621818179433996, 0.149090907451781, 0.631818168542602, 0.233636366203427, 0.167272726243193, 0.784545464949174, 0.178181819617748, 0.720909094268625, 0.680000001733953, 0.204545454545455, 0.207272726365111, 0.300000005147674, 0.174545454708013, 1.18272726102309, 0.814545452594757, 0.439999997615814, 0.195454544641755, 0.179999999701977, 0.228181817992167, 0.763636353341016, 0.313636365261945, 0.580909092317928, 0.149999999864535, 0.255454544993964, 0.546363630078056, 0.257272732528773, 0.270909093997695, 0.369999997995117, 0.280000001192093, 0.169999999078837, 0.209999998862093, 1.21000000021674, 0.152727275409482, 0.175454546782103, 0.573636358434504, 2.08090914379467, 0.542727266522971, 0.203636363148689, 0.257272724400867, 0.187272729521448, 0.216363633559509, 0.23909090730277, 0.194545454599641, 0.168181819333272, 0.58909090811556, 0.4390909075737, 0.262727278200063, 0.585454539819197, 0.305454542691057, 0.214545454491268, 0.680909091776068, 0.338181814009493, 0.478181809186935, 0.191818182441321, 0.215454544533383, 0.195454542609778, 2.12272727489471, 0.150000001896511, 0.346363636580381, 0.236363638531078, 0.150909092615951, 0.402727279134772, 0.165454545481638, 0.606363637542183, 0.169090907343409, 0.320909092372114, 0.189090909605676, 0.451818179000508, 0.157272728329355, 0.215454544533383, 0.170000001110814, 0.276363635605032, 0.632727273485877, 0.228181816976179, 0.269090907140212, 0.1509090912613, 0.20727272873575, 0.340000003576279, 0.336363642053171, 0.218181816014377, 0.685454536568035, 0.242727274921807, 0.826363639398055, 0.226363636553288, 0.252727270126343, 0.238181819969958, 0.184545455669815, 0.168181816285307, 0.298181817612865, 0.311818185177716, 0.402727272022854, 0.428181823004376, 0.716363622383638, 0.179090909998525, 0.200000004334883, 0.285454540767453, 0.257272727787495, 0.252727271480994, 0.436363634568724, 0.391818182034926, 1.29454544999383, 0.177272726189006, 0.388181815093214, 0.492727272551168, 0.224545453082431, 0.169090909714049, 0.229090909388932, 0.166363636878404, 0.950909088958393, 2.34909090128812, 0.332727273756807, 0.427272727543657, 0.198181820186702, 0.184545453637838, 1.07090908830816, 0.148181819102981, 0.470909086140719, 0.893636362119155, 0.828181819482283, 0.182727271860296, 0.52636364644224, 0.250909090042114, 0.257272732528773, 0.247272727164355, 0.265454546971755, 0.250909091396765, 0.183636363765055, 0.271818180653182, 0.25454545495185, 0.589999990029769, 0.452727271751924, 0.213636362417178, 1.01909090172161, 0.470909092913974, 0.160909090360457, 0.160909093577753, 0.206363637338985, 0.629090901125561, 0.183636366305026, 1.03818181157112, 0.240000000054186, 0.400909090583975, 0.309090906246142, 0.168181819671934, 0.551818178458647, 0.675454544072801, 0.173636362633922, 0.160909093916416, 0.258181818168272, 0.206363633952358, 0.158181818371469, 0.200909087434411, 0.166363637725061, 0.500909090042114, 0.218181816691702, 0.521818177266554, 1.55181818658655, 0.185454547405243, 0.860909085382115, 0.199999998238954, 0.978181801059029, 0.384545444087549, 0.300909093835137, 0.254545450210571, 0.744545443491502, 0.28727272559296, 0.289090908217159, 0.158181818371469, 0.209090907465328, 0.399999996477907, 0.158181817694144, 0.199090908196839, 0.192727273838087, 0.292727273973552, 0.424545454708013, 0.779090911149979, 0.249090909957886, 0.858181817965074, 0.206363637338985, 0.320000003684651, 0.190909091383219, 0.37090908668258, 0.37727273052389, 0.15181818198074, 0.301818178458647, 0.277272725647146, 0.64272727207704, 0.283636362037875, 0.195454545996406, 0.189090910283002, 0.172727269543843, 0.170000000433488, 0.253636364909736, 0.322727271101692, 0.224545453082431, 0.239090910689397, 0.166363638233055, 0.190909091721882, 0.43818181685426, 0.180000003596598, 0.158181818032807, 0.159999998117035, 0.240909089249643, 0.353636362335899, 0.281818182630972, 0.45818181200461, 0.255454549735243, 0.26909091188149, 0.54000000520186, 0.440909084948626, 0.229090908711607, 0.454545454545455, 0.158181819048795, 0.264545457606966, 0.149999999864535, 1.42818179997531, 0.607272730632262, 0.399090910499746, 0.188181819563562, 0.167272727597844, 0.468181816014377, 0.600000002167442, 0.150909091938626, 0.534545440565456, 0.303636365316131, 0.54999999972907, 0.239090908657421, 0.279090909795328, 0.165454545481638, 0.426363631574945, 0.155454544181173, 0.247272729873657, 0.504545452919873, 1.05727272142063, 1.39727272770622, 0.22818181833083, 0.289090909741142, 1.64999999783256, 0.208181818777865, 0.884545450860804, 0.278181818398562, 0.356363640590148, 0.341818183660507, 0.208181818100539, 0.277272728525779, 0.236363634805788, 0.187272727489471, 0.291818183931437, 0.476363635875962, 0.153636366128922, 0.257272727110169, 0.175454542887482, 0.387272725389762, 0.182727273214947, 0.868181816556237, 0.259999998591163, 0.469090904024514, 0.217272725972262, 0.186363634907387, 0.374545459720221, 0.179090910337188, 0.215454546904022, 0.378181813792749, 0.203636365180666, 0.174545452676036, 0.450909094376997, 0.159999999810349, 0.202727271413261, 0.421818180517717, 0.952727263624018, 0.186363634738055, 0.496363631703637, 1.48818182945251, 0.186363638124683, 0.300909089093859, 0.162727271291343, 0.311818178404461, 0.381818180734461, 0.24272727153518, 0.27000000260093, 0.178181817585772, 0.259999995881861, 0.224545454437082, 0.318181819536469, 0.469090902669863, 0.159999999133023, 0.224545455791733, 0.307272726839239, 0.230000005526976, 0.248181820593097, 0.198181816800074, 0.961818174882369, 0.195454542609778, 0.184545457363129, 0.174545454708013, 0.243636362931945, 0.196363636377183, 0.25999999452721, 0.185454545373266, 0.177272727543657, 0.536363643678752, 0.336363631893288, 0.442727273160761, 0.267272725024007, 0.540909100662578, 0.722727274352854, 1.68000001257116, 0.168181818994609, 0.192727271128785, 0.159999998625029, 0.284545454789292, 0.250909092751416, 0.202727273106575, 0.236363635821776, 0.283636362715201, 0.218181817369028, 0.302727272564715, 0.303636365316131, 0.295454546131871, 0.258181821216236, 0.28363636136055, 0.166363637555729, 0.396363639018752, 0.219090907749805, 0.313636363907294, 0.245454547080127, 0.329090911556374, 0.189090908928351, 0.637272720987147, 0.394545452161269, 1.18000000173395, 0.18181818283417, 0.300909091125835, 0.803636361252178, 0.528181810270656, 0.200909088619731, 0.24363636225462, 1.42000000043349, 0.1690909110687, 1.01636363972317, 0.577272725376216, 0.162727273323319, 0.269999998536977, 0.181818181818182, 0.149999999187209, 0.510909087278626, 0.156363638456572, 0.345454547215592, 0.708181809295307, 0.225454547188499, 0.201818178323182, 0.172727276655761, 0.357272725213658, 0.27090908722444, 0.389090907167305, 0.175454545427452, 0.26909090443091, 0.188181820240888, 0.155454544181173, 0.169090909036723, 0.342727277766575, 0.175454546782103, 1.59727271036668, 0.161818181926554, 0.267272722314705, 0.624545449560339, 0.937272727489471, 0.168181818994609, 1.17909089001742, 0.343636366454038, 0.343636361374096, 0.184545454315164, 0.292727273634889, 0.870909089391882, 0.520909081805836, 0.188181818886237, 1.07636364617131, 0.300909087061882, 0.248181818222458, 0.604545456780629, 0.148181821134957, 0.526363630186428, 0.204545453190804, 0.368181813846935, 0.166363637555729, 0.362727270884947, 0.489999993280931, 0.645454544912685, 0.25727272846482, 0.158181818032807, 0.34454545378685, 0.309999998320233, 0.345454543828964, 0.836363629861312, 0.289999997073954, 0.178181818263097, 0.366363633762706, 0.478181814605539, 0.184545453976501, 0.176363638178869, 0.502727264707739, 0.510909099470485, 0.964545450427315, 0.597272723913193, 0.436363640156659, 0.245454545725476, 0.401818177916787, 0.159090909090909, 0.285454540767453, 0.205454550006173, 0.501818186857484, 0.279090913859281, 0.15454545549371, 0.172727272253145, 0.405454548922452, 0.202727275138552, 0.486363629048521, 0.601818183606321, 0.1509090912613, 0.154545455663042, 0.151818181134083, 0.257272727787495, 0.539090909741142, 0.319090909578583, 0.158181818371469, 0.242727274244482, 0.303636364808137, 0.16454545611685, 0.238181820647283, 0.554545445875688, 0.478181811896237, 0.150000000880523, 0.248181817883795]], ['tcdc_ea3_1 outliers', 679, [0.216363634575497, 0.496363637122241, 0.291818185286088, 0.202727271751924, 0.235454547811638, 0.910909081047231, 0.161818183281205, 0.389999997886744, 0.352727277712388, 0.476363631812009, 0.180909093130719, 0.206363633952358, 0.229090914807536, 0.228181817992167, 0.252727275544947, 0.393636367537759, 0.959090904756026, 0.308181815526702, 0.27090909332037, 0.405454545535824, 0.686363638124683, 0.119090909476985, 0.239090910012072, 0.20545454221693, 0.15181818198074, 0.276363633573055, 0.190909089012579, 0.418181818317283, 0.132727275517854, 0.743636353449388, 0.285454545508732, 0.184545451944525, 0.190000000325116, 0.340909090231765, 0.654545452107083, 0.449999998916279, 0.148181817071004, 0.678181816231121, 0.310909089716998, 0.407272729006681, 0.265454542907802, 0.265454544262453, 0.201818184419112, 0.175454545766115, 0.388181813738563, 0.131818182089112, 0.596363633871078, 0.45909091017463, 0.327272729440169, 0.13909090784463, 0.288181816989725, 0.210909091613509, 0.224545455114408, 0.188181818886237, 0.19090909036723, 0.134545453570106, 0.415454548190941, 0.197272728789936, 0.371818176724694, 0.416363634846427, 1.03545454415408, 1.03181820024144, 0.374545461752198, 0.298181812194261, 0.261818184093996, 0.17181818339635, 0.260909089310603, 0.122727273201401, 0.374545452269641, 0.178181817585772, 0.172727273269133, 0.182727272198959, 0.161818181926554, 1.54090909524397, 0.237272722307931, 0.171818182549693, 0.129090908914804, 0.130909090523015, 0.329999999905174, 0.179999999024651, 0.193636364557526, 0.321818181059577, 0.700909080830487, 0.333636359734969, 0.281818180598996, 0.778181807561354, 0.244545452974059, 0.248181820254434, 0.1345454540781, 0.152727271345529, 0.34454545988278, 0.29454545405778, 0.288181819699027, 0.306363634087823, 0.54636363549666, 0.119090908799659, 0.372727280313318, 0.23363636163148, 0.169090910052711, 0.230000000108372, 0.155454545535825, 0.182727271860296, 0.120909090746533, 0.180909091098742, 0.219090908765793, 0.309999999674884, 0.130000001835552, 1.14454545216127, 0.199090908704834, 0.229999998923052, 0.349090909416025, 0.165454546836289, 0.565454543991522, 0.114545454186472, 0.327272727408192, 0.136363637040962, 0.363636360927062, 0.95454544912685, 0.196363634683869, 0.231818181885914, 0.222727275199511, 0.714545434171503, 0.20363636568866, 0.207272728227756, 0.727272738109935, 0.337272728031332, 0.366363629698753, 0.348181816664609, 0.670909079638394, 0.126363636417822, 0.179090908305211, 0.113636364991015, 0.229999996044419, 0.598181816664609, 0.279090907086026, 1.61000000346791, 0.146363635970788, 0.13363636335866, 0.248181815851818, 0.407272726297379, 0.172727272591808, 0.312727272510529, 0.465454549951987, 0.47909089922905, 0.142727274617011, 0.199090908196839, 0.41909089887684, 0.389999999918721, 0.113636363636364, 0.263636365532875, 0.276363632387736, 0.374545459042896, 0.12363636510616, 0.159090908752246, 0.180000000379302, 0.402727272361517, 0.529999995773489, 0.130909092385661, 0.115454545244575, 0.276363636959683, 0.773636368187991, 0.345454549247568, 1.57272724671797, 1.1709090904756, 0.152727272022854, 0.156363636255264, 0.197272725403309, 0.422727263786576, 0.625454547730359, 0.122727273032069, 0.151818180118095, 0.116363636980003, 0.269999999891628, 0.185454547405243, 0.142727272415703, 0.698181816122749, 0.260000000284477, 0.383636362850666, 0.161818180910566, 0.445454540577802, 0.260909089310603, 0.115454544397918, 0.618181815201586, 0.174545454030687, 1.18818180669438, 1.28636363419619, 0.195454543287104, 0.424545454708013, 0.496363631703637, 0.199999998916279, 0.365454545752569, 0.566363640806892, 0.775454545562917, 0.24636363576759, 1.1036363677545, 0.197272724725983, 0.134545454924757, 0.271818179637194, 0.143636362627149, 0.817272717302496, 0.117272725159472, 0.15000000054186, 0.467272725972262, 0.114545455541123, 0.741818178783764, 0.228181817314842, 0.343636367131363, 0.217272725972262, 0.248181812465191, 0.117272727530111, 0.226363637907939, 0.215454545888034, 0.169999999756163, 1.27545454827222, 0.201818183064461, 0.252727272835645, 0.501818188212135, 1.27454546364871, 0.139090909199281, 0.170909090475603, 0.118181819096208, 0.137272727760402, 0.153636362064968, 0.267272726378658, 0.123636363751509, 0.123636363582178, 0.17272727293047, 0.123636363074183, 0.216363635930148, 0.436363636092706, 0.179090910675851, 0.381818183443763, 0.181818179786205, 0.309090910987421, 0.167272727767175, 0.19545454768972, 0.126363637433811, 0.12090909159319, 0.117272728884762, 0.173636360940608, 0.458181821487167, 0.178181817585772, 0.112727273255587, 0.409999999133023, 0.155454544689168, 0.193636361848224, 1.56090910868211, 0.199999998916279, 0.250909088687463, 0.251818180084229, 0.262727271426808, 0.130000000142238, 0.191818180409345, 0.786363639614799, 0.299090912396258, 0.143636363643137, 0.76999998295849, 0.265454545617104, 0.236363638531078, 0.408181813630191, 0.140909090638161, 0.120000000027093, 0.182727274569598, 0.566363640468229, 0.129090907052159, 0.120000000027093, 0.442727265032855, 0.173636364665898, 0.465454535050826, 0.756363624876196, 0.147272725674239, 0.119090908630328, 1.37545455585827, 0.345454543828964, 1.51909090172161, 0.139090908521956, 0.161818180910566, 0.421818180517717, 0.199090909212828, 0.186363637447357, 0.129090907390822, 0.539999988946048, 0.49454545432871, 0.348181819373911, 0.370909086174586, 0.209090909497304, 0.1509090912613, 0.25363636423241, 0.288181822408329, 0.220000000331889, 0.460909077728337, 1.31545453721827, 0.370000000027093, 0.400909093631939, 0.149090912023729, 0.157272730022669, 0.123636363074183, 0.323636359789155, 0.114545454355803, 0.246363639831543, 1.01272727142681, 1.40454545888034, 0.129999998618256, 0.119999998503111, 0.137272727760402, 0.239999997344884, 0.15181818198074, 0.148181818256324, 0.301818178458647, 0.216363637115468, 0.150909094647928, 0.117272725159472, 0.495454545725476, 1.27000000801953, 0.129090910438787, 0.260000001300465, 0.232727274298668, 0.120909090069207, 0.136363635686311, 0.211818180300973, 0.354545448991385, 0.150000000203198, 0.25363636423241, 0.389999996532093, 0.156363637779247, 0.625454542311755, 0.189090908081694, 0.145454544912685, 0.203636361116713, 0.155454547567801, 0.469999993389303, 0.978181817314842, 0.286363636905497, 0.319090912287885, 0.151818180626089, 0.153636364096945, 0.396363635632125, 0.664545445279642, 0.14909090846777, 0.371818187561902, 0.522727274081924, 0.132727272300558, 0.175454544750127, 0.719090903347189, 0.196363638747822, 0.249999997968023, 0.150909091091969, 0.145454545928673, 0.388181815093214, 0.116363634778695, 0.210000001232732, 1.03454545953057, 0.293636366724968, 0.318181819536469, 0.526363643732938, 0.829090906815095, 0.269999999891628, 0.292727276682854, 0.17727273025296, 0.753636362877759, 0.142727274109017, 0.496363634412939, 0.503636365587061, 0.181818185204809, 0.400909090583975, 0.268181819807399, 0.617272712967613, 0.499999997290698, 0.174545453353362, 0.440909090367231, 0.129090909253467, 0.251818179406903, 1.03181818398562, 0.250909092074091, 0.278181819753213, 0.477272725918076, 0.60090908408165, 0.325454544614662, 0.381818182089112, 0.252727274190296, 0.344545456496152, 0.806363642215729, 0.209090906110677, 0.194545455954292, 0.240909091450951, 0.430909093469381, 0.51363635875962, 0.986363622275266, 0.378181812776761, 0.209090911529281, 0.654545456171036, 0.192727273160761, 0.186363637447357, 0.185454544357278, 0.328181818127632, 0.220000001517209, 0.145454545590011, 0.391818182034926, 0.452727270397273, 0.283636365424503, 0.160909090529789, 0.209090910851955, 0.341818185015158, 0.127272727475925, 0.220909092913974, 0.167272727259181, 0.291818178512833, 0.648181812329726, 0.139090908521956, 0.23909090730277, 1.75181815840981, 0.18363636427305, 0.381818184121089, 0.504545452919873, 0.258181812411005, 0.139999999918721, 0.150909091938626, 0.121818181635304, 0.154545455155048, 0.697272719307379, 0.148181819102981, 0.115454544567249, 0.399090905081142, 1.20999998396093, 0.172727271914482, 0.133636363189329, 0.162727276032621, 0.365454546429894, 0.416363636201078, 1.48363636840474, 0.490909088741649, 0.170909091491591, 0.133636362512003, 0.181818184527484, 0.133636364205317, 0.11636363545602, 0.399090909145095, 0.25636364011602, 0.305454546077685, 0.170000001110814, 0.620000004768372, 0.122727273540063, 0.163636364042759, 0.751818174665624, 0.139999997886744, 0.200000000948256, 0.116363635117357, 0.259090905839747, 0.483636364340782, 0.927272715351798, 1.77272729440169, 0.162727272307331, 0.382727273485877, 1.84454544024034, 0.129999999972907, 0.231818185611205, 0.32818181541833, 0.112727270884947, 0.224545451219786, 0.612727273594249, 0.1690909110687, 0.288181821731004, 0.26636363836852, 0.265454542907802, 0.11272727240893, 0.174545456062664, 0.316363633356311, 0.127272727814588, 0.199090907519514, 0.634545456279408, 0.199090910228816, 0.291818181222135, 0.211818178946322, 0.122727273540063, 0.950909086926417, 0.157272729345343, 0.15181818198074, 0.165454548021609, 0.20000000145625, 0.193636360662905, 0.886363630945032, 0.597272726622495, 0.665454542095011, 0.31454545665871, 0.325454543260011, 0.155454542826522, 1.30909089066766, 0.197272730991244, 0.136363639580933, 0.27272726866332, 0.285454543815418, 0.201818182048472, 0.139090908521956, 0.193636363202875, 0.250909088687463, 0.111818183213472, 0.12454545345496, 0.905454554341056, 0.387272726405751, 0.195454546673731, 0.590000008994883, 0.565454551442103, 0.239090909334746, 0.15818181972612, 0.490000004118139, 0.338181816718795, 0.230909092859788, 0.160909089852463, 0.322727273810994, 0.180909093130719, 0.120909091762521, 0.570909082889557, 0.128181815655394, 0.199090906842188, 0.25727272846482, 0.406363634223288, 0.249090912667188, 0.585454547947103, 0.216363638300787, 0.123636363582178, 0.26636363836852, 0.134545454586094, 0.137272729453715, 0.38000000031157, 0.130909090523015, 0.171818181872368, 0.624545454978943, 0.434545453299176, 0.24636363458227, 0.38090908866037, 0.15000000172718, 0.187272727489471, 0.541818179867484, 0.249090906063264, 0.130909090692347, 0.205454544587569, 0.391818188130856, 2.44909089261835, 0.473636358976364, 0.417272728952495, 0.194545452906327, 0.127272727475925, 0.182727269150994, 0.152727275409482, 0.24454545432871, 0.170000000433488, 0.193636363202875, 0.57272726839239, 0.807272718711333, 0.410909086465836, 0.150000002573837, 0.138181818479841, 0.20909091017463, 0.332727272402156, 0.409999996423721, 0.155454547567801, 0.219999999485233, 0.283636366779154, 0.520000001246279, 0.322727272456343, 0.277272728356448, 0.275454542853615, 0.363636367022991, 0.126363637095148, 0.141818182373589, 0.352727272293784, 0.638181813738563, 0.589999995448373, 0.628181817856702, 0.414545452052897, 0.220000003549186, 0.269999999383634, 0.154545455832373, 0.571818186478181, 1.67909091711044, 0.211818183518269, 0.199090907519514, 0.174545452676036, 0.169090909036723, 0.23363636163148, 0.200000001625581, 0.235454544425011, 0.203636361794038, 0.432727269150994, 0.359999998049303, 0.430909095840021, 0.20545454594222, 0.161818180571903, 0.119999999349768, 0.165454546836289, 0.154545454139059, 0.170000001788139, 0.147272728383541, 0.119999999349768, 0.340909088199789, 0.197272727435285, 0.149090907451781, 0.342727268284017, 1.02090909806165, 0.130909092724323, 0.130909091369672, 0.25818181308833, 0.182727272537622, 0.159999999133023, 0.205454544079575, 1.5909091017463, 0.16090909069912, 0.691818168217486, 0.235454544425011, 0.624545460397547, 0.121818182820624, 0.128181818364696, 0.245454547080127, 0.212727271697738, 0.632727276195179, 0.25545454567129, 0.301818179813298, 0.742727279663086, 0.869090902534398, 0.628181817856702, 0.274545451964844, 0.193636361848224, 0.15272727270018, 0.278181818398562, 0.120000000535087, 0.118181818080219, 0.210000001571395, 0.171818181872368, 1.43090908093886, 0.336363632570614, 0.542727267200297, 0.163636363026771, 0.364545459097082, 0.220909088850021, 0.510909094051881, 0.68090909448537, 0.158181815662167, 0.454545451836153, 0.153636363419619, 0.250000002709302, 0.230000000108372, 0.179090910337188, 0.225454545833848, 0.130000000650232, 0.480909090150486, 0.322727273133668, 0.156363635577939, 0.13454545289278, 0.123636362566189, 0.152727275409482, 0.259999997236512, 0.198181819509376, 0.17454545436935, 0.441818180409345, 0.130909090692347, 0.32000000233, 0.291818186640739, 0.148181818425655, 0.631818186153065, 0.148181818086993, 0.119090909984979, 0.118181818588213, 0.288181816989725, 0.526363633573055, 0.117272727530111, 0.430909087712115, 0.143636362457817, 0.416363636878404, 0.175454546782103, 0.195454543456435, 0.428181813521819, 0.136363637718287, 0.209090907465328, 0.171818181703036, 0.745454544370825, 0.594545445658944, 0.427272734316913, 0.285454550927336, 0.214545457369902]], ['tcdc_ea4_1 outliers', 657, [0.172727277163755, 0.720909091559323, 0.14272727207704, 0.162727272138, 0.459090904756026, 0.299999997189099, 0.566363640806892, 0.68363636190241, 0.350909085436301, 0.655454551631754, 0.123636362904852, 0.113636364991015, 0.213636364449154, 0.121818181465973, 0.485454548488964, 1.8227272792296, 0.411818184635856, 0.223636365749619, 0.271818185394461, 0.139090909537944, 0.214545461433855, 1.51909089884297, 0.118181817064231, 0.329090909355066, 0.233636362308806, 0.557272726161913, 0.258181819861585, 1.32909088784998, 0.179090908643874, 0.281818181276321, 0.16818182034926, 0.232727273960005, 0.33909090811556, 1.00272727148099, 0.387272731824355, 0.134545453570106, 0.490909087386998, 0.317272728139704, 0.119999999349768, 0.141818183220246, 0.276363636959683, 0.189090908928351, 0.386363636363636, 0.12545454654504, 0.174545456062664, 0.245454543693499, 0.374545452269641, 0.123636363074183, 0.346363634548404, 1.00727274201133, 0.23818182267926, 0.116363637149334, 0.194545458324931, 0.252727270803668, 0.133636363019997, 0.343636362220753, 0.476363637230613, 0.362727269530296, 0.122727272862738, 0.54000000520186, 0.637272729115053, 0.808181814172051, 0.122727274217389, 0.429090900854631, 1.01818180626089, 0.369999995285814, 0.120000001043081, 0.119090907614339, 0.121818182651292, 0.210000000386076, 0.179090911183845, 0.770909092643044, 0.185454544695941, 0.168181818655946, 0.344545459544117, 0.202727273106575, 0.529090907086026, 0.146363635970788, 1.46181819113818, 0.199090908196839, 0.297272725877437, 0.12363636392084, 0.144545455378565, 0.149090910838409, 0.118181817741557, 0.128181819719347, 0.199999999762936, 0.859999998049302, 0.226363639939915, 0.148181819441644, 0.12727272933857, 0.170909089798277, 0.483636358922178, 0.423636357892643, 0.14818181774833, 0.165454546158964, 0.622727266766808, 0.41181817650795, 0.643636372956363, 0.246363637122241, 0.467272720553658, 0.625454546375708, 0.906363638964566, 0.580000004985116, 0.389090909199281, 0.156363634900613, 0.290909093889323, 0.118181817910888, 0.171818181195042, 0.401818180626089, 0.400909094647928, 0.154545453461734, 0.385454540902918, 0.128181817856702, 0.169090911238031, 0.95999999479814, 0.136363636363636, 0.294545456767082, 0.15000000054186, 0.159090908074921, 0.215454543856057, 0.343636358326132, 0.451818180355159, 0.216363636438142, 0.138181818479841, 0.118181816217574, 0.315454544330185, 0.558181814172051, 0.1699999994175, 0.369090906598351, 0.218181820416992, 0.177272728559646, 0.150909092615951, 0.198181819170713, 0.146363638002764, 0.385454542257569, 0.246363637122241, 0.121818181465973, 0.348181816664609, 0.15636363693259, 0.757272731174122, 0.237272727218541, 0.202727273106575, 0.121818182820624, 0.580909084190022, 0.182727271182971, 1.651818188754, 0.167272728613832, 0.179999998347326, 0.391818180680275, 0.136363635686311, 0.367272723804821, 0.350000002167442, 0.145454546944662, 0.157272726636041, 0.241818182847717, 0.38545454361222, 0.261818178675391, 0.315454543314197, 0.378181814470074, 0.620909090069207, 0.159090908413584, 0.514545454220338, 0.507272716272961, 0.273636358028108, 0.570909093726765, 0.115454546768557, 0.114545453678478, 0.223636364902962, 0.285454544492743, 0.746363645250147, 0.181818183172833, 0.124545454978943, 0.337272725999355, 0.249999996105378, 0.382727270776575, 1.02636363289573, 0.50363636423241, 0.130909092724323, 0.166363636709072, 0.235454545779662, 0.211818181994286, 0.345454542474313, 0.116363635286689, 0.19909090955149, 0.204545455900106, 0.350909092209556, 0.509999996220524, 0.186363635076718, 0.601818180897019, 0.148181818594987, 0.599090895869515, 0.182727273214947, 1.20454546538266, 0.454545454545455, 0.1890909075737, 0.543636351823807, 0.188181818547574, 0.15363636477427, 0.386363634670323, 0.749090909957886, 0.960909082130952, 0.199090910228816, 0.582727275111458, 0.13999999856407, 0.489999997006221, 0.300000003115697, 0.797272714701566, 0.159090910784223, 0.177272726189006, 0.126363636417822, 1.04272725365379, 0.132727270437913, 0.202727271074598, 0.472727271643552, 0.144545454193245, 0.153636363419619, 0.237272729927843, 0.446363633329218, 0.674545453353362, 0.135454546321522, 0.309090908278118, 0.41818182034926, 0.839090910824862, 0.114545454355803, 0.127272725782611, 0.132727272808552, 0.333636367862875, 0.520909089933742, 0.35999999534, 0.155454545535825, 0.116363636472008, 0.346363632516427, 0.254545458338477, 0.170909088782289, 0.16909090869806, 0.273636369203979, 0.293636365370317, 0.17999999767, 0.16727272590453, 0.248181816867807, 0.539999999783256, 0.129090908068148, 0.257272725755518, 0.161818181926554, 0.197272727773948, 0.411818177185275, 1.31545455618338, 0.379090907898816, 0.194545456631617, 0.130909092385661, 0.277272729711099, 0.119090909815647, 0.222727270288901, 0.140909091484818, 0.34272727234797, 0.285454545847394, 1.08181819590655, 0.176363636146892, 0.221818185665391, 0.486363638531078, 0.308181820945306, 0.195454543964429, 0.253636361523108, 0.767272724346681, 0.313636361197992, 0.463636365803805, 0.129090910269455, 0.443636368282817, 0.218181816691702, 0.339090910824862, 1.13909091190858, 0.460909086194905, 0.146363634954799, 1.30818180062554, 0.144545452161269, 0.25545454567129, 0.163636362349445, 0.267272725193338, 0.275454547594894, 0.385454544966871, 0.619999992576512, 0.129999999295581, 0.129999999972907, 0.137272726744413, 0.263636360283602, 0.180909094993364, 0.139090907167305, 0.130000002004884, 0.157272728329355, 0.679999988187443, 0.356363637034189, 0.190000004389069, 0.258181816136295, 0.14272727326236, 0.155454546890476, 0.56727273254232, 1.4518181735819, 0.206363635984334, 0.239999997344884, 0.168181818317283, 0.339090907438235, 0.123636363074183, 0.457272721962495, 0.289090909741142, 0.119090908630328, 0.454545450481501, 0.486363631757823, 0.14727272584357, 0.301818181167949, 0.748181814497167, 0.406363633545962, 0.161818182603879, 0.281818183985623, 0.252727274867621, 0.156363636763258, 0.339090905406258, 0.48818181285804, 0.671818172389811, 0.759999995881861, 0.150909090583975, 0.136363633485003, 0.356363637880846, 0.200909091329033, 0.719090906733816, 0.150000001219186, 0.141818180680275, 0.142727274109017, 0.16272727467797, 0.499090908603235, 0.170909089967608, 0.341818188063123, 0.136363637379625, 0.334545456889001, 0.176363635808229, 0.720909099687229, 0.286363638260148, 0.328181814741005, 0.310909087177027, 0.113636363297701, 0.292727273296226, 1.0372727188197, 0.197272727773948, 0.898181816393679, 0.188181821595539, 0.687272719361565, 0.114545453339815, 0.469090908765793, 0.309090908278118, 0.566363616423173, 0.199090908196839, 0.134545454247431, 0.692727270451459, 0.608181817965074, 1.13181817531586, 0.186363635415381, 0.42727273025296, 0.325454545291987, 1.72090910781514, 0.737272728573192, 0.255454544993964, 0.251818184148182, 0.440909093076533, 0.486363637176427, 0.400909093293277, 0.489999993280931, 0.15363636104898, 0.288181822408329, 0.361818178133531, 0.747272724455053, 0.470909099348567, 0.172727271914482, 0.309999996965582, 0.577272724021565, 0.120909089391882, 1.13272726535797, 0.241818181493066, 0.494545458392663, 0.232727272944017, 0.256363638422706, 0.372727270830761, 0.334545456042344, 0.219090910797769, 0.170909092507579, 0.135454546998848, 0.128181816840714, 0.290909093889323, 0.992727274244482, 0.281818178567019, 0.173636365343224, 0.150909092615951, 0.139090910553932, 0.361818183552135, 0.287272725423629, 0.65181818198074, 0.583636360073632, 0.115454546091231, 0.280909093943509, 0.753636371005665, 0.187272727828134, 0.172727271067825, 0.360909093510021, 0.202727277170528, 0.710909098386765, 0.67545454881408, 0.249090909957886, 0.308181815188039, 0.279090908102014, 0.916363640265031, 0.18727272613482, 0.139090909368613, 0.144545454870571, 0.123636364598166, 0.980000005526976, 0.337272726676681, 0.685454541986639, 1.14454544674266, 0.29999999972907, 0.251818186180158, 0.169090911407362, 0.181818182495507, 0.57999999685721, 0.224545453759757, 0.204545457254757, 0.29909090900963, 0.762727271426808, 0.125454546714371, 0.143636363473806, 0.613636360927062, 0.121818182143298, 0.116363636472008, 0.189090912314979, 0.292727275328203, 0.170000001280145, 0.23999999565157, 0.850000002167442, 1.79181818528609, 0.223636364394968, 0.485454548488964, 0.244545451619408, 0.954545454545455, 0.176363638517531, 0.446363638409159, 0.155454545874487, 0.238181819969958, 0.322727275165645, 0.255454542961988, 0.199090912938118, 0.179999999363314, 0.241818180985071, 0.134545453231443, 0.194545453922315, 0.225454544479197, 0.762727279554714, 0.154545453461734, 0.139090908521956, 0.193636364557526, 0.811818173832514, 0.383636362850666, 0.113636363297701, 0.199090908196839, 0.243636365471916, 0.15545454621315, 0.350909095426852, 0.697272723371332, 1.00181818685748, 0.419999999078837, 0.399090905589136, 0.153636361556974, 0.378181823952632, 0.116363636980003, 2.14636362682689, 0.121818182820624, 1.10454545779662, 0.464545456523245, 0.160000001503663, 0.127272727814588, 0.39636363630945, 0.123636364598166, 0.135454546321522, 0.136363634670323, 0.280000002208081, 0.327272726392204, 0.306363636797125, 1.37818180431019, 0.248181819915771, 0.173636364665898, 0.133636362850666, 0.538181825117631, 0.546363635157997, 0.227272727272727, 0.131818181750449, 0.211818182671612, 0.1981818174774, 0.440909093076533, 0.155454544858499, 0.370909093455835, 0.802727265791459, 0.286363636905497, 0.166363636201078, 1.18000000715256, 0.203636361794038, 0.136363636702299, 0.157272728837349, 0.901818183335391, 0.272727267985994, 0.339090910824862, 0.309090913019397, 0.133636362173341, 0.131818183782426, 0.210909090766853, 0.228181815960191, 0.402727272022854, 0.418181816285307, 0.222727274014191, 0.276363635097038, 0.390000003305349, 0.27181817794388, 0.17545454390347, 0.312727279283784, 1.94636362791061, 0.594545451077548, 0.156363633545962, 0.206363637000322, 0.756363624876196, 0.165454547174952, 0.33363636108962, 0.399090911854397, 0.119090910323642, 0.25272727351297, 0.522727270017971, 0.65636363083666, 0.5518181825226, 0.201818181032484, 0.479999996044419, 0.83000001040372, 0.119999997825785, 0.398181820457632, 0.25454545495185, 0.268181820484725, 0.230909087441184, 0.573636371981014, 0.243636365810579, 0.329090909524397, 0.625454542311755, 0.481818182901903, 0.159090908413584, 0.363636366345666, 0.175454545766115, 0.116363635117357, 0.209090908819979, 0.620909089391882, 0.86818180707368, 0.446363631974567, 0.199090908535502, 0.263636365532875, 0.15272727270018, 0.299090905623003, 0.257272729819471, 0.244545453990048, 0.191818180409345, 0.189999999647791, 0.2409090900963, 0.140909091484818, 0.220909090881998, 0.210000003603372, 0.151818183335391, 0.21181818114763, 0.241818180985071, 0.456363638693636, 0.210909090089527, 0.240909090265632, 0.577272729440169, 0.116363636810671, 0.199090905148875, 0.560909089716998, 0.590909093618393, 0.324545452879234, 0.329090910879048, 0.146363636986776, 0.514545459638942, 0.250909089364789, 0.729090910066258, 0.363636362281713, 0.457272724671797, 0.261818181215362, 0.146363636140119, 0.478181824088097, 0.1790909093212, 0.199090910228816, 0.369090914726257, 0.376363634555177, 0.440000007098371, 0.410000000995669, 0.973636375232176, 0.210909091613509, 0.117272725498134, 0.140909089622172, 0.466363639994101, 0.926363624632359, 0.19636363603852, 0.133636361496015, 1.49727272987366, 0.126363635571166, 0.22545454244722, 0.380000002004883, 0.137272727083076, 0.30727272819389, 0.609090908007188, 0.314545452594757, 0.146363637664101, 0.179090908305211, 0.159999999810349, 0.171818181872368, 0.14818181774833, 0.231818180192601, 0.192727272483436, 0.233636362647468, 0.132727274163203, 0.11727272736078, 0.555454544045708, 0.15363636477427, 0.129090908576142, 0.113636363636364, 0.334545455195687, 0.180909090760079, 0.695454543287104, 0.127272727475925, 0.184545453299176, 0.144545453346588, 0.235454547134313, 0.280000003901395, 1.37727271426808, 0.152727273716168, 0.119090908630328, 0.193636363202875, 0.22636363435198, 0.330000000921163, 0.187272725457495, 0.183636362071742, 0.932727274569598, 0.759090908549049, 0.379999999803576, 0.120909090746533, 0.119090911000967, 0.304545454003594, 0.319090908562595, 0.17454545436935, 0.151818180626089, 0.20636363666166, 0.414545449343595, 0.153636362911625, 0.279999999837442, 0.228181817314842, 0.683636367321014, 0.142727274109017, 0.178181816061789]], ['tcdc_ea5_1 outliers', 668, [0.109090908007188, 0.151818181642077, 0.666363640265031, 0.117272727191448, 0.298181823708794, 0.100000000304796, 0.11181818050417, 0.179090910337188, 0.73545454307036, 0.433636364611712, 0.350000000812791, 0.136363635008985, 0.243636362931945, 0.106363636864857, 0.263636360114271, 0.448181818832051, 1.09636363658038, 0.380000000650232, 0.272727269340645, 0.109090908684514, 0.909090906381607, 0.419090913100676, 0.0990909104320136, 0.656363652341745, 0.114545455879786, 0.135454541749575, 0.580000002275814, 0.550909093835137, 0.715454548597336, 0.236363639208404, 0.14272727444768, 0.152727271006866, 0.856363635171543, 0.110909090800719, 0.281818181953647, 0.170909087766301, 0.108181817118417, 0.0981818173419346, 0.179090909659863, 0.359090903943235, 1.02818181839856, 0.119090908630328, 0.174545455385338, 0.369999995285814, 0.170909089798277, 0.304545452648943, 0.197272726927291, 0.154545456171036, 0.850909100337462, 0.296363639899275, 0.189090909605676, 0.104545453732664, 0.123636363582178, 0.389090910553932, 0.221818180246787, 0.2409090900963, 0.196363634514538, 0.165454545820301, 1.21545453505083, 0.140000000596046, 0.123636362904852, 0.279090908440677, 0.211818184703588, 0.290000000460581, 0.14545454423536, 0.545454547147859, 0.704545454545455, 0.213636363094503, 0.304545456035571, 0.295454544099894, 0.248181817206469, 0.650909093293277, 0.115454544397918, 0.110909091139382, 0.728181820024144, 0.244545455683361, 0.1418181813576, 0.512727266008204, 0.312727274373174, 0.319999997588721, 1.30181817574935, 0.142727272415703, 1.7863636450334, 0.185454539954662, 0.14727272702889, 0.120000000027093, 0.248181815174493, 0.252727266909047, 1.08181817965074, 0.135454545305534, 0.321818182414228, 0.158181813460859, 0.202727271751924, 0.696363652294332, 0.470000001517209, 0.363636359572411, 0.188181819563562, 0.26454545930028, 0.606363638727502, 0.1081818186424, 0.140909090638161, 0.115454545075243, 0.195454544641755, 0.303636365316131, 0.693636357784271, 0.370909094810486, 0.188181817023592, 0.599090903997421, 0.13090909103101, 0.20363636450334, 0.27000000260093, 0.110909090123393, 0.128181817856702, 0.108181817626411, 0.106363634663549, 0.109090909023177, 0.829090914943001, 0.156363638287241, 1.61727272380482, 0.33545454625379, 0.22272727384486, 0.412727272645994, 0.322727272456343, 0.118181818249551, 0.1918181785467, 0.345454540442337, 0.340000006793575, 0.145454545082016, 0.12636363607916, 0.286363638598811, 0.133636365559968, 0.139999996870756, 0.442727278579365, 0.572727275165645, 0.394545452838594, 0.820909091017463, 0.125454545529051, 0.112727271731604, 0.189090908589688, 0.213636361739852, 0.357272725890983, 0.383636359464039, 0.138181817463853, 0.141818180849606, 0.203636365011334, 0.576363635334102, 0.528181810270656, 0.220909088850021, 0.756363635713404, 0.150000000880523, 0.33363636108962, 0.131818180395798, 0.101818180727688, 0.228181820024144, 1.32818181406368, 0.34454545378685, 0.185454545373266, 0.526363635605032, 0.293636363846335, 0.14454545605589, 0.112727271900936, 0.357272729277611, 0.287272726947611, 0.157272726297379, 0.460909090258858, 0.1418181813576, 0.139999997886744, 0.139090909199281, 0.360909093510021, 0.110909090123393, 0.342727273702621, 0.206363637338985, 0.603636362335899, 0.855454537001523, 0.448181816800074, 0.177272727543657, 0.47999999739907, 0.114545453509147, 0.261818185448647, 0.400909090583975, 0.229090909727595, 0.151818179610101, 0.139090908860618, 0.125454544682394, 0.70818182555112, 0.134545454247431, 0.47999999739907, 0.619999999349767, 0.344545457850803, 0.183636362918399, 0.110000000081279, 0.184545451097868, 0.292727270586924, 0.43181817910888, 0.400909096002579, 0.136363637718287, 0.193636364557526, 0.12000000205907, 0.170909090814265, 0.143636363643137, 0.263636361807585, 1.12818182598461, 0.480000000108372, 0.250909089364789, 0.282727271318436, 0.419090907682072, 0.251818180084229, 0.113636362620375, 0.889090906489979, 1.0054545565085, 0.670909085056999, 0.0981818193739111, 0.35818181254647, 0.137272727421739, 0.609090923247012, 0.288181817667051, 0.583636363798922, 0.118181817910888, 0.320909090001475, 0.194545452567664, 0.383636367591945, 0.3690909052437, 0.232727274298668, 0.105454544790766, 0.348181816664609, 0.110909090462056, 0.506363633004102, 0.206363634799014, 0.10727272792296, 0.273636362769387, 0.547272730957378, 0.137272726405751, 0.157272728668018, 0.123636363582178, 0.10363636369055, 0.170909089798277, 0.210909087888219, 0.155454544011842, 0.683636365289038, 0.100000001151453, 0.197272728451274, 0.439999998970465, 0.228181817484173, 0.113636362451044, 0.514545454051007, 0.510909085923975, 0.150909092954614, 0.198181817816062, 0.21272727322172, 0.507272720336914, 0.0981818183579228, 0.422727268866517, 0.387272724204443, 1.1463636349548, 0.292727276005528, 0.173636361617934, 0.150909089737318, 0.182727271860296, 0.214545455168594, 0.140909094702114, 0.445454552769661, 0.364545452154496, 0.152727273546837, 0.147272724827582, 0.170000000433488, 1.01454544067383, 0.126363635740497, 0.13545454479754, 0.467272728681564, 0.510000004009767, 0.249999999322674, 0.315454543991522, 0.306363638151776, 0.699999996206977, 0.358181819319725, 0.414545453407548, 0.433636370030316, 0.158181819048795, 0.417272719469937, 0.624545454978943, 0.375454548407685, 0.260909087278626, 0.770909084515138, 0.208181819285859, 0.423636363311247, 0.256363631988114, 0.17454545555467, 0.144545456225222, 0.17545454271815, 0.3690909052437, 0.466363630511544, 0.221818180246787, 0.252727274190296, 0.451818180355159, 0.147272726351565, 0.0990909085693684, 0.242727271873843, 0.313636364584619, 0.0981818186965856, 0.116363637657328, 0.174545453353362, 0.113636362789707, 0.120000000027093, 0.10636363720352, 0.180909092453393, 0.230909089981155, 0.135454545813528, 0.122727272185412, 0.134545455602082, 0.164545451883565, 0.31818182089112, 0.126363636756485, 0.306363636797125, 0.209090910005299, 0.475454544309865, 0.140000000426715, 0.191818185827949, 0.884545450860804, 0.4872727221386, 0.120000001212413, 0.219999996437268, 0.123636364936829, 0.254545452919873, 0.147272729568861, 0.35090908899226, 0.6336363743652, 0.284545454111966, 0.132727274501866, 0.329090907661752, 0.0990909090773626, 0.540909087116068, 0.163636364720084, 0.112727271900936, 0.150909092277288, 1.95727271383459, 0.219090908088467, 0.22545454854315, 0.2118181836876, 0.162727272645994, 0.185454545711929, 0.346363632516427, 0.23727272586389, 0.683636367321014, 0.163636366074735, 0.214545454491268, 0.207272730429064, 0.362727268175645, 1.08909089998765, 0.164545453407548, 0.261818182400682, 0.653636359355666, 0.207272725687786, 0.249999998645349, 0.382727274840528, 0.182727270505645, 0.148181819610975, 0.124545456333594, 0.335454547947103, 0.135454545136202, 0.359090908007188, 0.390909094702114, 0.348181814801964, 0.769999991763722, 0.336363639343869, 0.194545449181037, 0.163636364042759, 0.162727271630005, 0.756363649259914, 0.643636366183108, 0.128181818195365, 0.217272728004239, 0.342727274379947, 0.221818182956089, 0.632727273485877, 1.39363636753776, 0.192727273160761, 0.17999999767, 0.113636363975026, 0.5063636302948, 0.891818182034926, 1.6881818337874, 0.443636359138922, 0.437272722070867, 0.206363633952358, 0.312727270309221, 0.175454543564807, 1.1281818151474, 0.697272728789936, 0.427272726189006, 0.720909080722115, 0.23727272586389, 0.233636361970143, 0.833636359734969, 0.127272726121274, 0.103636364029212, 0.659999993714419, 0.0990909107706763, 0.341818176887252, 0.501818185502833, 0.167272728275169, 0.269090911204165, 0.456363625824451, 0.103636364029212, 1.01090909134258, 0.0990909080613743, 0.18363636427305, 0.0990909090773626, 0.415454542095011, 0.194545452567664, 0.702727272429249, 0.160000000487674, 0.168181816962632, 0.156363636424596, 0.299090905623003, 0.274545456536792, 0.829999999566512, 0.17090908895162, 0.100909091193568, 0.183636364103718, 0.294545452195135, 0.129090910438787, 0.140909090807492, 0.873636359518224, 0.685454546050592, 0.200909091667695, 0.39272726835175, 0.131818184798414, 0.360909087922085, 1.17727275125005, 0.240000001408837, 0.138181817971847, 0.141818182373589, 0.207272728905082, 0.156363636424596, 0.158181817694144, 0.11272727240893, 1.34181819720702, 1.16363634846427, 0.906363638964566, 0.0981818186965856, 0.161818183281205, 0.163636364720084, 0.630909087983045, 0.338181817396121, 0.403636364774271, 0.279999999837442, 0.133636363189329, 0.160909090529789, 0.465454552661289, 0.121818181465973, 0.198181816122749, 0.216363635930148, 0.109090909192508, 0.508181810379028, 0.746363634412939, 0.161818181926554, 0.106363637542183, 0.42636363343759, 0.183636363257061, 0.105454544621435, 0.344545456496152, 0.237272729081186, 0.182727271860296, 0.797272736375982, 1.39181818745353, 0.565454548055475, 0.203636363148689, 1.56181818788702, 1.05636364221573, 0.141818182034926, 0.162727272984656, 0.10363636369055, 0.309090904214165, 0.338181824846701, 0.249999997290698, 0.173636365343224, 0.746363634412939, 0.240909087386998, 0.260909090326591, 0.348181815309958, 0.215454547242685, 0.520000003616918, 0.683636373416944, 0.911818181926554, 0.243636361577294, 0.409090912138874, 0.290000005032529, 0.69909091564742, 0.227272725748745, 0.558181813833388, 0.244545453312722, 0.443636361848224, 1.46090910651467, 0.483636365695433, 0.265454548326406, 0.258181815797632, 0.544545458121733, 0.139090907167305, 0.446363631974567, 0.251818182793531, 0.259090911258351, 0.181818184527484, 1.46000000563535, 0.104545455087315, 0.141818183389577, 0.141818181696263, 0.218181821771643, 0.218181816014377, 0.593636361035434, 0.114545455371792, 0.2218181819401, 0.248181817206469, 0.105454546145417, 0.199090910228816, 0.235454545779662, 0.462727271697738, 0.193636363880201, 0.303636361590841, 1.08636364069852, 0.539090898903933, 0.10272727297111, 0.138181816786528, 0.923636370084503, 0.266363639723171, 0.260909087109295, 0.157272728329355, 0.100000001151453, 0.0999999991194768, 0.134545455940745, 0.139090910553932, 0.155454545874487, 0.0990909102626822, 0.36090909215537, 0.437272720546885, 0.219999996945262, 0.248181816867807, 0.73999999192628, 0.23909090984274, 0.32999999685721, 0.210000000555407, 0.220000003549186, 0.682727269150994, 0.23727272586389, 0.273636362092061, 0.210909094322811, 0.160909089005806, 0.229090908034281, 0.110000000927936, 0.677272719415751, 0.208181820809841, 0.471818178892136, 0.224545455961065, 0.438181814822284, 0.478181811896237, 0.241818182170391, 0.494545448910106, 0.225454546849836, 0.208181818777865, 0.30727272819389, 0.232727271589366, 0.773636368187991, 0.25363636423241, 0.745454547080127, 0.228181818500161, 0.20545454594222, 0.173636362295259, 0.483636369759386, 0.1981818174774, 0.626363632353869, 0.177272725173018, 0.220000000162558, 0.133636363189329, 0.119090907783671, 0.161818182942542, 0.11090909097005, 0.227272728627378, 0.112727272747592, 0.308181818236004, 0.639090905135328, 0.677272740243511, 0.345454537563703, 0.625454560599544, 0.158181818202138, 0.114545453001152, 0.950909087603742, 0.111818183213472, 0.39272727207704, 0.249090907248584, 0.426363637501543, 0.342727273702621, 0.371818178079345, 0.236363637853752, 0.412727269259366, 0.150909091769294, 0.208181814713912, 0.360909090800719, 0.110909091816707, 0.423636359247294, 0.15272727270018, 0.0981818171726032, 0.400909094647928, 0.316363639282909, 0.487272731282494, 0.170909091660922, 0.332727269692854, 0.2763636354357, 0.639090911739252, 0.11999999968843, 1.05909090150486, 0.195454544641755, 0.231818180192601, 0.482727272944017, 0.227272729304704, 0.117272727868774, 1.27000001885674, 0.109090910039165, 0.157272726974704, 0.252727269618349, 0.26090908778662, 0.495454549789429, 0.106363635510206, 0.120909089391882, 0.284545454111966, 0.132727272469889, 0.221818182278763, 0.247272727164355, 0.110909090462056, 0.114545456049117, 0.19363636625084, 0.199090909890153, 0.477272722023455, 0.114545454017141, 0.220000001517209, 0.143636363812468, 0.115454545413906, 0.304545456712896, 0.120909092947841, 0.310909091071649, 0.149090910499746, 0.269999998536977, 0.258181820538911, 0.366363636472008, 0.209090906110677, 0.212727270343087, 1.09818181395531, 0.0981818205592307, 0.525454545562917, 0.111818180842833, 0.251818182962862, 0.354545449668711, 0.679090912030502, 0.222727271474221, 0.310909089039673, 0.150909091091969, 0.566363626752387, 0.145454546436667, 0.535454554483294, 0.173636365681887, 0.24727272648703, 0.268181819807399, 0.104545454071327, 0.120909091254527, 0.491818178783764, 0.106363635171543, 0.193636364557526, 0.816363632678986, 0.145454546605999, 0.159999999302355]], ['tcolc_e1_1 outliers', 615, [0.380081821571697, 0.395145458253947, 0.263354544273832, 0.340009085156701, 0.395836361429908, 0.197381818836386, 0.361763634464958, 0.489990911700509, 0.400636364113201, 0.431118180467324, 0.148654546249997, 0.347172724929723, 0.155045455829664, 0.459818187085065, 0.577499993822791, 0.270681814713912, 0.188345455310561, 0.208636364476247, 0.182481819255786, 0.312936365604401, 0.1703818179667, 0.527972722595388, 0.190881817855618, 0.155290909450163, 0.181609090502289, 0.416900000788949, 0.318336363543164, 0.18306363881989, 0.90585454214703, 0.166954543780197, 0.3176909069192, 0.174654546109113, 0.667754543098536, 0.308499999344349, 0.171754547140815, 0.169700000096451, 0.252809092402458, 0.150645453821529, 0.511481821537018, 0.333572726358067, 0.22471818598834, 0.271509092639793, 0.53661817854101, 0.387218184091828, 0.573109093037519, 0.435690906914798, 0.304027275605635, 0.454309086907994, 1.92013634334911, 0.157654544846578, 0.313990911299532, 0.322127269750292, 0.147254544564269, 0.210527273741635, 0.319063636389646, 0.161045454442501, 0.143227273090319, 0.334081819111651, 0.162099998105656, 0.35375454750928, 1.33697272430767, 0.182345453988422, 0.204936362125657, 0.350609088485891, 0.174272725527937, 0.151090910488909, 0.238490912047299, 0.413981819017367, 0.370800009759312, 0.301390906626528, 0.187636364590038, 0.147809092759747, 0.271154547279531, 1.04772726785053, 0.283372727307406, 0.179554547775875, 0.178572726520625, 0.318545455282385, 0.216999997469512, 0.200218183073131, 0.380909092046998, 0.15032727339051, 0.293654542754997, 0.469763632525097, 0.562063637104901, 0.913163634863767, 0.224627275358547, 0.142836363816803, 0.19476363604719, 0.767354542558843, 0.331009087237445, 0.153145454823971, 0.171127273277803, 0.163354547186331, 0.959499993107536, 0.169418181885372, 0.711745451797139, 0.499427272514863, 0.670454545454545, 0.715418181636117, 0.226372726261616, 0.491227266463366, 0.173763636838306, 0.20871818268841, 0.821745449846441, 0.262472721663388, 0.256199999289079, 1.14967274123972, 0.339927274395119, 0.260836360129443, 0.505163634365255, 0.246018182147633, 0.261863634667613, 0.336409091949463, 0.489354544065215, 0.154827273027463, 0.302963636815548, 0.495381818576293, 0.182772729207169, 0.349009093913165, 0.692709093744105, 0.323690908876332, 0.252018185840412, 0.147463637996804, 0.19407272812995, 0.144463637674397, 0.323681821199981, 1.06497272036292, 0.323390907184644, 0.151681821454655, 0.265763637694445, 0.586490904743021, 0.162536363032731, 0.851936372843656, 0.187109091742472, 0.726000000130047, 0.2967818162658, 0.436109087683938, 0.224063630808483, 0.217063637619669, 0.200890905477784, 0.309400003064762, 0.166199999776754, 0.789899999445135, 1.33439088951458, 1.49685454368591, 0.143409092317928, 0.719872733408755, 0.180490906942974, 0.190009090033444, 0.348336360671303, 0.72565453431823, 0.186718180775642, 0.277554545890201, 0.258554541251876, 0.946472728794271, 0.425409089435231, 0.333045454187827, 0.209400000897321, 0.206836363808675, 0.148027270355008, 0.305290910330686, 0.339763637293469, 0.583309100432829, 0.896700008348985, 0.283809091557156, 0.15628182024441, 1.08102727478201, 0.416845457120375, 1.06007272005081, 0.642563630234111, 0.233818180181763, 0.961127286607569, 0.622899998318065, 0.247236364267089, 0.996054551818154, 0.140236362137578, 0.567127267068083, 0.198200001635335, 0.199354547668587, 0.296809088100087, 0.294009092856537, 0.45367273281921, 0.32788181474263, 0.618945455009287, 0.356199996715242, 0.140936364769004, 0.489381818608804, 0.258399999954484, 0.489672728560188, 0.265499999577349, 1.34682727943767, 0.356063635511832, 0.231654546477578, 0.532763630151749, 0.208763636648655, 0.258972728794271, 0.144690907814286, 0.183072726834904, 0.611209086396477, 0.164572727273811, 0.160045455125245, 0.377809089693156, 0.151890909807249, 0.577754551714117, 0.142572726715695, 0.222463637590408, 0.202481819824739, 0.152490908280015, 0.506909084590999, 1.8341727365147, 0.382918181744489, 0.171499999409372, 0.143254546279257, 0.573654547333717, 0.181263635443016, 0.589409093965184, 0.685109100558541, 0.2589818185026, 0.329445456916636, 0.177763636816632, 0.201127275485884, 0.59891818057407, 0.375699998302893, 0.197563636709343, 0.240754544734955, 0.644190893931822, 0.214145455848087, 0.405845453793352, 0.218063636259599, 0.588145467368039, 0.257881816910495, 0.151318181644786, 0.515300000255758, 0.296281819993799, 0.494472735307433, 0.158799998970194, 1.00210000710054, 0.195581816814163, 0.23807272518223, 0.153581817719069, 0.242481816898693, 0.355054537681016, 0.369163632392883, 0.143809089881622, 0.445936361158436, 0.560718178749084, 0.293154547837648, 0.650690905072472, 0.43117272447456, 0.176618182523684, 0.21272727440704, 0.206790909509767, 0.658790905367244, 0.14235454459082, 0.533945452083241, 0.194590910083868, 0.15568182007833, 0.226890910755504, 0.160563636232506, 0.749218179420991, 0.258572731505741, 0.189054546031085, 0.312918180430477, 0.235027273947542, 0.235663637518883, 0.149990907785567, 0.953999998894605, 0.29636363549666, 0.150845455852422, 0.565327270464464, 0.168300000104037, 0.443527270447124, 1.593936372887, 0.320772727782076, 0.192490908232602, 0.229781819338148, 0.252245456996289, 0.789400003173135, 0.410209086808291, 0.955390913919969, 0.697863632982427, 0.355345453728329, 0.245654546401717, 0.143018181012435, 0.159572728655555, 0.256918181749907, 0.204054547981782, 0.411927274682305, 0.16930000145327, 0.190800000320781, 0.181654544039206, 0.598700000481172, 0.277227271686901, 0.287772723219611, 0.390536362474615, 0.144090909849514, 0.202963639728048, 0.452972735870968, 0.266663631456057, 0.49941818212921, 0.540118179453367, 0.161854546855796, 0.392881818793037, 0.224890910427679, 0.309018185192888, 0.157599997791377, 0.346190907738426, 0.142400000921705, 0.36472727087411, 0.172118184241382, 1.57596362720836, 0.626299998976968, 0.371727274222807, 0.222090908347375, 0.184500000016256, 0.175772729245099, 0.674918188290162, 0.242072725837881, 0.31285455010154, 0.43384545228698, 0.167409089478579, 0.41274545815858, 1.75152725523168, 0.217381817373362, 0.388918180357326, 0.227963639931245, 0.30629090693864, 0.227536364035173, 0.154745454137976, 0.345281819050962, 0.32905454527248, 0.837909091602672, 0.140399999239228, 0.212054541842504, 0.150118181312626, 0.705109089612961, 0.315109091726216, 0.304918184876442, 0.244545452974059, 0.854372728954662, 0.31794545460831, 0.17938181893392, 0.545863636515357, 0.415227272293784, 0.2311000011184, 0.168454543772069, 1.1062545505437, 0.876381811770526, 0.211645453490994, 0.454590905796398, 0.272390910847621, 0.280209086158059, 0.32190909168937, 0.233136364004829, 0.983645455403761, 0.24828181754459, 0.496190912344239, 0.213154544884508, 0.468563629822298, 0.476281819018451, 0.286027278412472, 0.256154548038136, 0.210099999200214, 0.150863635946404, 0.286972731351852, 0.200827272778208, 0.217063636942343, 0.445718180049549, 0.535663638602604, 0.144318181005391, 0.235618178140033, 0.205554545603015, 0.436136367646131, 0.531109083782543, 0.458854541182518, 1.24339090694081, 0.308581816879186, 0.201654546640136, 0.268709093332291, 0.248636363582178, 0.260563639077273, 0.290036362680522, 0.165254545482722, 0.21079090914943, 0.301909090443091, 0.26870000091466, 0.15832727199251, 0.21388181773099, 0.169454544782639, 0.272509089925072, 0.144027273085984, 0.15170909057964, 0.171227273615924, 0.42869091575796, 0.269427275115793, 0.472036358985034, 0.164018181237307, 0.437736363573508, 0.394927277483723, 0.181818184527484, 0.274899998849089, 0.25868182155219, 0.144745455366898, 0.217790908434174, 0.204545452513478, 0.158209090883082, 0.784781816330823, 0.173836362632838, 0.370672724463723, 1.25900909033689, 0.17215454553, 0.147263634949923, 0.857472723180598, 0.316381813450293, 0.158872726966034, 0.491045449267734, 0.333163634958592, 0.53952727263624, 0.209727275100621, 0.174699999730695, 0.276481822133064, 0.16585454412482, 0.752627269788222, 0.28459090671756, 0.291399997743693, 0.882845445112749, 1.0253272544254, 0.187845455990596, 0.548545455390757, 0.203872726722197, 0.983099988915703, 0.267927271398631, 0.211990909142928, 0.333727270364761, 0.453881815075874, 0.166218181733381, 1.25530908053572, 0.164118182252754, 0.171954545107755, 0.218663633547046, 0.164290910417383, 0.985336364670233, 0.358836358921094, 0.370863635770299, 0.178972725333138, 0.428290904922919, 0.426427273587747, 0.191436363892122, 0.434481813149019, 0.287899997423996, 0.202881819145246, 0.198618180372498, 0.275027269666845, 0.211136365478689, 0.368927272883329, 0.478936360640959, 0.155999999154698, 0.34486363557252, 0.179536364295266, 0.95570908351378, 0.492381819269874, 0.350145455111157, 1.30235454711047, 0.211054547266527, 0.194427273490212, 0.424600005149841, 0.164036364717917, 0.237945453009822, 0.317736360159787, 0.155427273024212, 0.206218181685968, 0.211399998854507, 0.301036368716847, 0.157054546881806, 0.26686363464052, 0.472927275029096, 0.287545449354432, 0.571900004690344, 0.937418187206442, 0.302472725510597, 0.147145452824506, 0.19051818177104, 0.141727274791761, 0.222036365588958, 0.288345450704748, 0.265272726389495, 0.841163648800416, 0.155036361380057, 0.561290914362127, 0.169700000773777, 0.281199997290969, 0.643690903755752, 0.702463629570874, 0.380545450882478, 0.604309090159156, 0.281599999828772, 0.710109092972495, 0.532990905371579, 0.250645457343622, 0.620690909298984, 0.353600000793284, 1.32230909304185, 0.146845453164794, 0.141127272763036, 0.472281819040125, 0.375909091396765, 0.146190908483484, 0.150100001218644, 0.175518182190982, 0.236490912735462, 0.558972729877992, 0.237727270890239, 0.211027271368287, 0.354554543440992, 0.738136361945759, 0.221954546191476, 0.249263639477166, 0.271418185396628, 0.267636365511201, 0.634709089994431, 0.296809090809389, 0.517599999904633, 0.327263635667888, 0.188018179075284, 0.231790908358314, 0.591254556720907, 0.508590904149142, 1.27806363322518, 0.658100000836632, 0.220372726971453, 0.163600000129505, 0.265118180096827, 0.543090907010165, 0.19913636283441, 0.178872726857662, 0.283199999566105, 0.267309087243947, 0.332627273418687, 0.3077272772789, 0.827327275818044, 0.234627271325073, 0.210063637657599, 0.284409090876579, 0.249109089374542, 0.151254546235908, 0.141309091990644, 0.642418184063651, 0.188263635743748, 0.162881818092005, 0.987290902571245, 0.596609096635472, 1.02660909701477, 0.394481822170994, 0.191718181087212, 0.197954547168179, 0.330427272075957, 0.202618182890795, 0.890190921046517, 0.831327286633578, 1.15601818128066, 0.193590906533328, 0.77699999646707, 0.799045454372059, 0.49412727355957, 0.269254543564536, 0.200872728770429, 0.424381816929037, 0.459200000221079, 0.302209090102803, 0.151190906763077, 0.169090908359398, 0.29691818356514, 0.490790908986872, 0.999036360870708, 0.210281816395846, 0.658181824467399, 0.236190908334472, 0.195781814781102, 0.214954542842778, 0.194081821224906, 0.537290911782872, 0.74280000816692, 0.363118182529103, 0.214245455508882, 0.773490911180323, 0.370890909975225, 0.716218168085272, 0.646518183025447, 0.298781816254963, 0.234427271918817, 0.73005454919555, 0.281090908429839, 0.14059090749784, 0.388036367568103, 0.193081815134395, 0.204990909858183, 0.21801818433133, 0.322909091683951, 0.409099998799237, 0.343818178908391, 0.219263633543795, 0.167727272618901, 0.731554545631463, 0.275654546239159, 0.164745454083789, 0.553127273917198, 0.436563638123599, 0.914081820032813, 0.188563637498936, 0.384063639424064, 0.157809091223912, 0.190581817518581, 0.169036364690824, 0.283863637935032]], ['tcolc_e2_1 outliers', 619, [0.267645453864878, 0.338945453817194, 0.612536353143779, 0.192745456641371, 0.356372727589174, 0.2326909086921, 0.165872730653394, 0.597027280113914, 0.16520908925767, 0.244618181477893, 0.272399997169321, 0.172281817956404, 0.173690907318484, 0.667318186976693, 0.486309091137214, 0.184036361222917, 0.258509091355584, 0.261836363510652, 0.195945454592055, 0.178390908647667, 0.285127272660082, 0.318663637746464, 0.436336369338361, 0.374499999664047, 0.196136363527992, 0.213290906087919, 0.223627273670652, 0.236272725530646, 0.254327277568254, 0.201527273113077, 0.530299999497154, 0.167027274316007, 0.155463635921478, 0.293272730979052, 0.194399999285286, 0.429327267137441, 0.211800005625595, 0.310290909626267, 0.221690905365077, 0.297181818972934, 0.330563634634018, 0.234181818636981, 0.177900002083995, 1.14714546637102, 0.598572725599462, 0.263863638043404, 0.90038182518699, 0.158463633873246, 0.443727273832668, 0.317490906877951, 0.222863634878939, 0.169236361980438, 0.236027271910147, 0.416381819681688, 0.150372728028081, 0.662781815637242, 1.04592728072947, 0.245227271860296, 0.151599998501214, 0.177390910007737, 0.281972722573714, 0.26442727311091, 0.208054543896155, 0.167490909045393, 0.15812727402557, 0.247218179431829, 2.36928183382208, 0.329945453188636, 0.389890911904248, 0.178490910340439, 0.371936361898075, 0.308636368675665, 0.307645457712087, 0.255536362528801, 0.314381814138456, 0.206409093521705, 0.162190907888792, 0.294618182561614, 0.161709087138826, 0.214072730053555, 0.178227273508541, 0.355654545805671, 0.622572725469416, 0.526918178254908, 0.148090910335833, 0.176027270880612, 0.230709092183547, 0.687690916386518, 0.410909086804498, 1.18556363474239, 0.174890909682621, 0.218963634561409, 0.244690909981728, 0.277845458919976, 0.582754544236443, 0.162454545497894, 0.524272726340727, 0.16906363517046, 0.156699999489568, 0.188699999993498, 0.240963637828827, 0.183990909294649, 0.173745452680371, 0.242545452984897, 0.659363643689589, 0.323145451870832, 0.370472731915387, 0.440045453269373, 0.806790912693197, 0.332409086552533, 0.181127273223617, 0.772427277131514, 0.210627274418419, 0.321718180721456, 0.17532727393237, 0.435700004751032, 0.995599995959889, 0.193727273832668, 0.173327271911231, 0.226718181913549, 0.211799997497689, 0.695672712542794, 0.172145456075668, 0.15722727436911, 0.507936355065216, 0.238299994983456, 0.150790909474546, 0.258090909231793, 0.721663640304045, 0.167372725226662, 0.168354545804587, 0.277345454828306, 0.459427270022306, 0.233800002119758, 0.1803818162192, 0.238263640891422, 0.582227278839458, 0.195872726765546, 1.48844544995915, 0.316309096460993, 0.82829090681943, 0.206918180666187, 0.223327273672277, 0.50812727348371, 0.211709091609175, 0.402363641695543, 0.596472722562877, 0.353272730653936, 0.190227274190296, 0.157627274366942, 0.848209085789594, 0.151318180290135, 0.355063637549227, 0.473445448008451, 0.306836362589489, 0.222981815988367, 0.173536363311789, 0.591018185019493, 0.373045458035036, 0.307245453650301, 0.564790909940546, 0.351063633506948, 1.14853635701266, 0.747490901838649, 0.154381819069386, 0.490145452997901, 0.742890910668807, 0.149427272040736, 0.651209091598337, 0.209309090944854, 0.42339090867476, 0.323000000281767, 0.214727272702889, 0.252545451745391, 0.224336362697861, 0.237045456062664, 0.252054546197707, 0.540299996733665, 0.394409087063237, 0.23327272656289, 0.275100002234632, 0.331145457246087, 0.453063634308902, 0.621800002726642, 0.148409090920309, 0.631981818513437, 0.232027273625135, 0.166099998761307, 0.784427274357189, 0.178036361932755, 0.720418184995651, 0.681145445867018, 0.20354545658285, 0.207500003616918, 0.300090909004211, 0.174518182873726, 1.18320908871564, 0.813500003381209, 0.439081820574674, 0.19743636385961, 0.180109091780402, 0.228009090504863, 0.763445453210311, 0.312981819564646, 0.582945452495055, 0.150299999524247, 0.255454547025941, 0.545409099622206, 0.256027273156426, 0.26985454288396, 0.369472722438249, 0.278936364433982, 0.171590907329863, 0.210381818088618, 1.20962727069855, 0.153290907429023, 0.174681819975376, 0.575154545632276, 2.08029087023302, 0.543899991295554, 0.204981817440553, 0.256045453927734, 0.187363635409962, 0.216218182986433, 0.238381818614223, 0.194527274505659, 0.167390908876603, 0.588490906086835, 0.439127277244221, 0.266609088941054, 0.586690913547169, 0.302736362273043, 0.214936366135424, 0.679427266120911, 0.339545454491268, 0.476963633840734, 0.191845455630259, 0.215436365116726, 0.195072726769881, 2.12090001323006, 0.149609091607007, 0.346545451744036, 0.237236364321275, 0.151436364786191, 0.403436362743378, 0.165618181905963, 0.608499998396093, 0.167936362326145, 0.322881816463037, 0.190627271478826, 0.452000000260093, 0.155381817709316, 0.214699997143312, 0.167981819673018, 0.277072729034857, 0.631199993870475, 0.230400003154169, 0.269645453854041, 0.149454544891011, 0.206518179991029, 0.339990911158648, 0.336254547942768, 0.218018180944703, 0.683918188918721, 0.242436362261122, 0.822536365552382, 0.225245454094627, 0.252499998970465, 0.23622727394104, 0.185236363248392, 0.167954543097453, 0.297999999062582, 0.31165454604409, 0.401827273043719, 0.42730000750585, 0.715563630515879, 0.181072727184404, 0.198936363512819, 0.28741818530993, 0.25726363604719, 0.251454545015639, 0.437654549086636, 0.39231818372553, 1.29493636434728, 0.178145453333855, 0.391490908212621, 0.49240000105717, 0.223900000480088, 0.168454546142708, 0.229054547168992, 0.167209090156989, 0.950727262280204, 2.34956363114444, 0.333718180656433, 0.428499999371442, 0.199254542589188, 0.184190911325541, 1.07029090686278, 0.148690908469937, 0.470890912142667, 0.894518185745586, 0.828799995509061, 0.182163634760813, 0.525454555045475, 0.251381814479828, 0.257290906526826, 0.245899999683554, 0.264472728425806, 0.250754544680769, 0.181063635698096, 0.272690909830007, 0.25480909103697, 0.587309097701853, 0.452436363155192, 0.211100000549446, 1.01997273618525, 0.47209999778054, 0.161018181761557, 0.160427272658456, 0.207790907133709, 0.629245454614813, 0.184609091840684, 1.03891819173639, 0.240245455367999, 0.400154545903206, 0.308799996294759, 0.168263637884097, 0.553418186577884, 0.674727274612947, 0.173572729934346, 0.16010000014847, 0.258718181062828, 0.206445454873822, 0.156854544173587, 0.201209092174064, 0.166299999437549, 0.500000002709302, 0.216627273369919, 0.522836368192326, 1.55057272044095, 0.184700001369823, 0.862081817605279, 0.202354544943029, 0.977081813595512, 0.386500003662976, 0.301181817596609, 0.254027270457961, 0.743436360901052, 0.287954544479197, 0.288472731407224, 0.157645454460924, 0.210236359726299, 0.402618183331056, 0.158036362718452, 0.200500001961535, 0.192527274516496, 0.290909091180021, 0.425827267495069, 0.779581823132255, 0.249036364934661, 0.856527263467962, 0.204945454543287, 0.320854550058191, 0.190845453773033, 0.370236364277926, 0.37620909512043, 0.153272728351029, 0.303509091111747, 0.277990907430649, 0.643209094350988, 0.285009089518677, 0.195836361158978, 0.190518181432377, 0.172936362299052, 0.169163636185906, 0.254645453257994, 0.322818180376833, 0.224863637577404, 0.237654547122392, 0.165690909795971, 0.19077272916382, 0.147199999287047, 0.438436364162375, 0.178990910168399, 0.157372728328813, 0.159372725947337, 0.242345453493974, 0.35409999774261, 0.280672726306048, 0.457754546945745, 0.255345454270189, 0.269518181004307, 0.540563637560064, 0.439799999648874, 0.232209090482105, 0.454563642090017, 0.157263637943701, 0.262499999593605, 0.151154545897787, 1.42858182300221, 0.607327277010137, 0.400918185710907, 0.187527271156961, 0.16804545304992, 0.469736363400112, 0.600600004196167, 0.150018181313168, 0.533054538748481, 0.303600003773516, 0.548745452003045, 0.239718181165782, 0.278309088538993, 0.166663637892766, 0.424490907060152, 0.155399998480623, 0.246727272868156, 0.504145448858088, 1.05761817910454, 1.39618181098591, 0.229700000109998, 0.288318180225112, 1.64982728524642, 0.20801818235354, 0.883927263996818, 0.277981820431623, 0.354709088802338, 0.339463634924455, 0.208690908144821, 0.278981816531582, 0.234500003809279, 0.187181816859679, 0.291200002486056, 0.476409089836207, 0.15500908954577, 0.256027274511077, 0.175027273045006, 0.386754549531774, 0.182745453986255, 0.868554543365132, 0.258672723715956, 0.46709091487256, 0.217027272690426, 0.184900000162253, 0.374118179760196, 0.178609090095217, 0.215563634749163, 0.377863640134985, 0.204745452851057, 0.17497272992676, 0.448654543269764, 0.159472727640109, 0.201290906491605, 0.422872727567499, 0.952836367216977, 0.186790907924825, 0.495809089053761, 1.48880000547929, 0.187363638309762, 0.300963633439758, 0.16428182003173, 0.311972726475109, 0.38129090720957, 0.243800000710921, 0.270818182013252, 0.17819999971173, 0.25920909372243, 0.225290910764174, 0.317518180066889, 0.470109088177031, 0.161563638259064, 0.224436363035982, 0.309745455330068, 0.229363636537032, 0.246654544364322, 0.19820000231266, 0.961027270013636, 0.147827271033417, 0.195154545659369, 0.185145455327901, 0.148545456880873, 0.175254546783187, 0.242372726852244, 0.1965090920302, 0.25964545797218, 0.184145453978669, 0.17743636386215, 0.537000003186139, 0.333872728049755, 0.444036367264661, 0.266863638027148, 0.54271818020127, 0.721654545177113, 1.67918183586814, 0.166745454750278, 0.192027274180542, 0.160081817429851, 0.284690908748995, 0.25122727250511, 0.20169999924573, 0.236199996688149, 0.283309087834575, 0.216581817377697, 0.302118180827661, 0.304054548794573, 0.296063633804972, 0.257181815125725, 0.283854542808099, 0.168763634833423, 0.396799999204549, 0.218845457854596, 0.316463634371758, 0.245709091424942, 0.327727277170528, 0.189399998296391, 0.636190902103077, 0.395009092309258, 1.18003638766029, 0.181909090415998, 0.300663637843999, 0.803227272900668, 0.528481822122227, 0.202027272941037, 0.243690909987146, 1.4215000000867, 0.169536364349452, 1.01563637364994, 0.577636362476782, 0.16299091076309, 0.270200001922521, 0.181018183177168, 0.148754545233466, 0.511063636703925, 0.156363635831936, 0.34754545444792, 0.706963636658408, 0.226236361671578, 0.203436362472447, 0.172354544428262, 0.359372726895592, 0.270781815052032, 0.388918179680001, 0.174936360933564, 0.270263638008725, 0.188672729513862, 0.157272725620053, 0.171836362643675, 0.340836365114559, 0.175254545428536, 1.5983090725812, 0.161672726273537, 0.268445457960876, 0.623499992218885, 0.938890912316062, 0.167145454070785, 1.17874547026374, 0.343627272004431, 0.343272727660157, 0.184754544699734, 0.292036366733638, 0.870472729206085, 0.521263631907376, 0.186163636771115, 1.07737272842364, 0.301463639194315, 0.250181817534295, 0.604900001463565, 0.148599999194795, 0.526036365465684, 0.206272727386518, 0.366572726856578, 0.166009090163491, 0.362672725184397, 0.489818185567856, 0.648254557089372, 0.256509094075723, 0.157718182964758, 0.344299999150363, 0.309154547073624, 0.346018184315075, 0.837854547934099, 0.289990910074928, 0.179009090770375, 0.365863633426753, 0.480145448988134, 0.183909091082486, 0.176399999721484, 0.502318181774833, 0.508481827649203, 0.965181827545166, 0.598509094931863, 0.435290905562314, 0.244372726841406, 0.402963635596362, 0.158427272330631, 0.28556363420053, 0.206063639094778, 0.500809096477248, 0.278927273371003, 0.154009090228514, 0.173590909689665, 0.4033181829886, 0.202300001274456, 0.485572730275718, 0.603899989615787, 0.151809092272412, 0.151645453265783, 0.151054542723366, 0.256427273831584, 0.540281811221079, 0.320900003341111, 0.157454546202313, 0.241436362943866, 0.303345455280082, 0.164354545148936, 0.23839999938553, 0.553509091789072, 0.478418184952302, 0.150227272375063, 0.249327274208719]], ['tcolc_e3_1 outliers', 683, [0.217227273366668, 0.497681814161214, 0.290500004183162, 0.202345455234701, 0.235618179494684, 0.909727269952947, 0.16207272762602, 0.389363634315404, 0.352527271617543, 0.475927274335514, 0.183181818236004, 0.207736360925165, 0.229727271605622, 0.226181815971028, 0.254227275198156, 0.395163633606651, 0.956390917301178, 0.308518182147633, 0.269809091633016, 0.406009095636281, 0.686799995093183, 0.120045456019315, 0.238863637501543, 0.206354539333419, 0.15175454386256, 0.273336364464326, 0.189700000665405, 0.419472726908597, 0.131327275906435, 0.742336376146837, 0.28440909223123, 0.184909091754393, 0.188163634050976, 0.339363633909009, 0.656336361711675, 0.450090909546072, 0.148663637312976, 0.676600001075051, 0.30961818180301, 0.408781818368218, 0.263718185099688, 0.265845451842655, 0.20213636349548, 0.176900003444065, 0.389218181371689, 0.134963635693897, 0.596872725270011, 0.457836357030002, 0.325518182732842, 0.139063634655692, 0.289181817661632, 0.210190909830007, 0.224527272649787, 0.189763636074283, 0.191109091720798, 0.134036362848499, 0.415072722868486, 0.198636364530433, 0.371818182143298, 0.415772725235332, 1.0373000042005, 1.03064546801827, 0.375645452020267, 0.298872725530104, 0.263309089297598, 0.172563638368791, 0.263454544950615, 0.121954547410662, 0.375327270139347, 0.180663635784929, 0.174518180164424, 0.182199999690056, 0.161663637919859, 1.54162726077166, 0.237327268177813, 0.171227271583947, 0.128172728487036, 0.129518179561604, 0.329563637010076, 0.179790909317407, 0.192336361516606, 0.321872727437453, 0.701581819490953, 0.332954543558034, 0.283072722906416, 0.775563641027971, 0.245672727173025, 0.247790912250904, 0.134718180718747, 0.154309090565551, 0.344609090550379, 0.295409088107673, 0.288709087805315, 0.30821818113327, 0.546645451675762, 0.118545455942777, 0.373145459727807, 0.233827273954045, 0.167590908706188, 0.230409091169184, 0.155145454813134, 0.182818179780787, 0.120027274740013, 0.182563635435971, 0.2187181846662, 0.308781818910079, 0.129490907282823, 1.14364546537399, 0.199136364231394, 0.229472725906155, 0.34750908613205, 0.165109091861682, 0.564809081229297, 0.115163638002493, 0.327827275815335, 0.136418182741512, 0.361899997700344, 0.955236364494671, 0.197072725404393, 0.23109090633013, 0.221954545998332, 0.714454553344033, 0.202963635833426, 0.205999998037111, 0.727672715078701, 0.337799996137619, 0.368827273899859, 0.349672730673443, 0.670045457103036, 0.128090908920223, 0.178227273577994, 0.114727274260738, 0.230318177830089, 0.598854547197169, 0.277618177912452, 1.60969090461731, 0.146472727541219, 0.133918181400407, 0.247454545714638, 0.406309095295993, 0.174981817603111, 0.312172727151351, 0.464745456522161, 0.480045451359315, 0.143145452507518, 0.200100000609051, 0.419227274304087, 0.388690911741419, 0.11560000072826, 0.264390907504342, 0.277781820094044, 0.375609089027752, 0.124972728165713, 0.158090907403014, 0.182163634760813, 0.402663636275313, 0.530218175866387, 0.130063635720448, 0.115190909328786, 0.276472722942179, 0.773181815039028, 0.34447273070162, 1.57449091564525, 1.17145455425436, 0.15388181974942, 0.156481817364693, 0.197836361656135, 0.421754545786164, 0.624836363575675, 0.121236363764514, 0.149781820110299, 0.118018183158711, 0.268581814386628, 0.184127271344716, 0.141999999230558, 0.696818166158416, 0.259181816808202, 0.386100001294505, 0.161772725934332, 0.445954546332359, 0.261209089742889, 0.115099998598453, 0.617918179793791, 0.172300002114339, 0.111563634466041, 1.18652726845308, 1.28443637761203, 0.193963637406176, 0.423863637176427, 0.498118178410964, 0.200390909205784, 0.363300003111362, 0.567336369644512, 0.775072718208486, 0.24626363678412, 1.10219092260708, 0.1975363640284, 0.133463635363362, 0.271154538812962, 0.143336365338076, 0.818836377425627, 0.117209089750593, 0.151072729717601, 0.466154542836276, 0.11537272923372, 0.743645451285622, 0.228900001130321, 0.345190912485123, 0.216190908442844, 0.248890913345597, 0.116081819276918, 0.225699998438358, 0.214990908449346, 0.170590910721909, 1.27531819451939, 0.201572724364021, 0.251500002362511, 0.503154548731717, 1.2739818204533, 0.139618181369521, 0.171909090470184, 0.118781817399643, 0.138763637027957, 0.150727274065668, 0.268845454535701, 0.12402727465484, 0.111445455388589, 0.125263634730469, 0.171999998052012, 0.121409089722544, 0.216636363078247, 0.438700005412102, 0.180127274435522, 0.382618184794079, 0.182036365297708, 0.309145454655994, 0.169490909161554, 0.194600000638853, 0.125481817532669, 0.121936363252726, 0.116945456036113, 0.175000000406395, 0.457427271387794, 0.177972726523876, 0.111863636136563, 0.408918189731511, 0.156590906733816, 0.193000003018162, 1.56119999560443, 0.201154544272206, 0.251409091732719, 0.251290910284628, 0.262200003320521, 0.129836365326562, 0.190100002017888, 0.785981817678972, 0.301363641565496, 0.145018182520289, 0.768972721289505, 0.265627271749757, 0.236281818964265, 0.407318180257624, 0.142718181691386, 0.121536362916231, 0.18402727286924, 0.565736366605217, 0.129563637077808, 0.120718182487921, 0.439927275885235, 0.172890911048109, 0.463945457881147, 0.756654533472928, 0.150872725654732, 0.118927272544666, 1.37341817400672, 0.344999998807907, 1.51963633840734, 0.140863636677915, 0.162254543128339, 0.420309097929434, 0.200172727080909, 0.186527271839705, 0.129599999975074, 0.539581819014116, 0.493272735313936, 0.347772730345076, 0.369072720852935, 0.210045452822338, 0.152427273717794, 0.254363637078892, 0.288054538044063, 0.220018180679869, 0.462763640182939, 1.31701817295768, 0.369927273216573, 0.402027267412367, 0.149081814097537, 0.155181820218621, 0.1227999989536, 0.322754549709233, 0.11521818336438, 0.245790908282453, 1.01279091293162, 1.40457274697044, 0.132727273147215, 0.118645455730571, 0.136263636025515, 0.240827271884138, 0.150809091600505, 0.148209089921279, 0.301336365667256, 0.216272727163001, 0.149763636291027, 0.116963634436781, 0.494154550812461, 1.26969090375033, 0.130136363546957, 0.262436364184726, 0.233881814913316, 0.121336362747983, 0.134999999945814, 0.211063635620204, 0.353854541074146, 0.149818181314252, 0.253336362540722, 0.390436362136494, 0.154190907672852, 0.625300001014363, 0.190736365250566, 0.144454542886127, 0.204000000926581, 0.15415454452688, 0.47063636508855, 0.979145440188321, 0.285172725265676, 0.319600003686818, 0.15033636580814, 0.152972727336667, 0.398263630541888, 0.664509105411443, 0.150154545903206, 0.37082727253437, 0.520499996840954, 0.132236362725962, 0.174799997698177, 0.720009091225537, 0.194963634691455, 0.250145450911739, 0.149654545736584, 0.144090911204165, 0.38890000094067, 0.11630908975547, 0.211263641376387, 1.03300907936963, 0.292263636534864, 0.319927269762213, 0.526700000871312, 0.831281810998917, 0.269436363469471, 0.292881815270944, 0.176218184557828, 0.752609082243659, 0.143363635309718, 0.498499994928187, 0.502199999310754, 0.181736364283345, 0.400790910829197, 0.269063638015227, 0.617972726171667, 0.498436372388493, 0.174381821670315, 0.439472724090923, 0.128863636065613, 0.25154545429078, 1.03190000490709, 0.248518181118098, 0.276872727003965, 0.47698182544925, 0.601390906355598, 0.326227274808017, 0.382254548370838, 0.252790912985802, 0.344181822104888, 0.805327269163999, 0.20929090814157, 0.193527270447124, 0.241527272219008, 0.430690900845961, 0.514200004664334, 0.984772725538774, 0.376609093763612, 0.210299998521805, 0.655436369505796, 0.192209089344198, 0.186236365274949, 0.184254545379769, 0.328063632954251, 0.22062727402557, 0.147418180649931, 0.393027270382101, 0.451854547316378, 0.283236358653415, 0.159436364742843, 0.210990909825672, 0.343354547565634, 0.126445454291322, 0.221554547548294, 0.165918180211024, 0.293390912088481, 0.647772723300891, 0.138881819492037, 0.238081816922535, 1.75323636965318, 0.185681819238446, 0.38159999420697, 0.505127275531942, 0.258509085196155, 0.139390909028324, 0.149654545567252, 0.122681818225167, 0.154427272690968, 0.69805454259569, 0.148863636973229, 0.11419999811121, 0.400354539806193, 1.21013634313237, 0.171590908007188, 0.134727271443064, 0.162545453418385, 0.365745453671976, 0.415981816974553, 1.48341818289323, 0.491099997000261, 0.170763637531887, 0.135018181055784, 0.180899999358437, 0.13328181816773, 0.120409091087905, 0.399445453828031, 0.256790909408168, 0.30597272650762, 0.170081814581698, 0.621336357160048, 0.124081818894906, 0.16239090941169, 0.751481814817949, 0.140254546295513, 0.112245454029603, 0.201263639059934, 0.116236363622275, 0.258818187496879, 0.482699999755079, 0.926536359570243, 1.77340910651467, 0.16249999768016, 0.38503636284308, 1.84408180280165, 0.129845455288887, 0.232409091835672, 0.328127273104408, 0.112354545430704, 0.224190908568827, 0.611472720449621, 0.168109090660106, 0.287227272987366, 0.267427269708027, 0.265018184076656, 0.11420909230682, 0.172072729603811, 0.316236364570531, 0.128454546359452, 0.199354546991262, 0.632481821558692, 0.19752727042545, 0.29021818800406, 0.211972727016969, 0.12313636392355, 0.951727274466645, 0.157709092240442, 0.152627276426012, 0.166081817524338, 0.20172727632929, 0.193500002846122, 0.885054539550434, 0.595072730021043, 0.665018179199912, 0.313500003381209, 0.326581825967878, 0.156581818041476, 1.3103818134828, 0.198027273132042, 0.13508181876585, 0.272281821478497, 0.285863637246869, 0.202809091318737, 0.138227271762761, 0.192218180407177, 0.252536361867731, 0.123190907930786, 0.906554541804574, 0.386663634668697, 0.196036363189871, 0.589636355638504, 0.56400909207084, 0.23869091136889, 0.15867272967642, 0.487436362288215, 0.33976363864812, 0.231918183240024, 0.160354545170611, 0.323245453563604, 0.111290908672593, 0.180027272213589, 0.120172727175734, 0.570636359128085, 0.128990910481662, 0.198299998586828, 0.258709089322524, 0.408181821758097, 0.247972726144574, 0.585509097034281, 0.215681818398562, 0.122881818901409, 0.266436364163052, 0.131036365912719, 0.136254544962536, 0.380436364899982, 0.131618181328205, 0.174436364830895, 0.62430908463218, 0.434799998998642, 0.246745452962138, 0.380554542622783, 0.150545454795726, 0.188827270811254, 0.541609085418961, 0.250409091907469, 0.13098181784153, 0.20679090984843, 0.391927274113352, 2.45048182660883, 0.473945460536263, 0.418099999427795, 0.195618183098056, 0.126418182457035, 0.182790908623825, 0.154163636944511, 0.242718183181503, 0.169236366721717, 0.193445454944264, 0.573627276854082, 0.806427278301933, 0.410881817340851, 0.149727274071087, 0.137090908871456, 0.208072727376764, 0.332909085533836, 0.409454543482174, 0.155972730029713, 0.220681817016818, 0.283499997447837, 0.518909085880626, 0.321881818500432, 0.278745458884673, 0.275754549286582, 0.363836362957954, 0.125709090720523, 0.144081816077232, 0.353736365383322, 0.637081812728535, 0.591481826522134, 0.629745456305417, 0.413754547184164, 0.222209085795012, 0.268245447289453, 0.15433636510914, 0.5703909072009, 1.67824543606151, 0.212681816382842, 0.200709090991454, 0.172472728246992, 0.167699999429963, 0.23236363584345, 0.200272726741704, 0.234236365014857, 0.205618181011894, 0.434909091754393, 0.359890908002853, 0.432054542682388, 0.206299998543479, 0.160818183286624, 0.118781817907637, 0.163890909742225, 0.11173636411232, 0.153863639316776, 0.169863636520776, 0.147454546933824, 0.121509090743282, 0.341009092601863, 0.196945453231985, 0.149963634935292, 0.342554540796713, 1.0223636274988, 0.132872728461569, 0.132390908896923, 0.259063640428808, 0.182963638143106, 0.160281819376079, 0.206309089437127, 1.58829998970032, 0.160499998960983, 0.690845448862423, 0.234027275984937, 0.62569999423894, 0.119727272878994, 0.129499999298291, 0.24669090997089, 0.212363637306473, 0.632409093054858, 0.256200001998381, 0.302463641898199, 0.742218188264153, 0.871218178759922, 0.628699998963963, 0.275418180549009, 0.194290907545523, 0.150827273049138, 0.276954542506825, 0.119618180292574, 0.118518182499842, 0.210336361419071, 0.172172727909955, 1.43103635311127, 0.334472723982551, 0.542609090154821, 0.162727272138, 0.363281816244125, 0.22127272865989, 0.511709080501036, 0.681736360896717, 0.15785454552282, 0.454727273095738, 0.154809092256156, 0.249890909953551, 0.227654546499252, 0.177090910178694, 0.226790910417383, 0.130663635717197, 0.481263637542725, 0.32419090853496, 0.156109089201147, 0.133963637731292, 0.123681818219748, 0.155545454810966, 0.258518181063912, 0.199136364189061, 0.172490908679637, 0.443400000984018, 0.130045454610478, 0.319490905512463, 0.29120908677578, 0.148127273402431, 0.633181814442981, 0.147790908136151, 0.118536364625801, 0.117163636467674, 0.288199999115684, 0.525781821120869, 0.117054546759887, 0.432818189263344, 0.145018183033575, 0.416427273641933, 0.176300000060688, 0.196818180720915, 0.428690905598077, 0.137163635173982, 0.209663636305115, 0.173854545393789, 0.744009093804793, 0.594909088178114, 0.427499997344884, 0.28687272830443, 0.213154546916485]], ['tcolc_e4_1 outliers', 666, [0.173063636334105, 0.720709090883082, 0.143445454537868, 0.161827274005521, 0.459209095348011, 0.300209092145616, 0.567627275531942, 0.11131818050688, 0.681709099899639, 0.349936364726587, 0.656027273698287, 0.124236363578926, 0.113227272575552, 0.216100002215667, 0.120236362584613, 0.485227275978435, 1.82159090042114, 0.410481818697669, 0.224054544486783, 0.272945452301594, 0.138363640078089, 0.213800002566793, 1.52015454941218, 0.119645452973518, 0.328363638201898, 0.232181817970493, 0.558063642883843, 0.257509089329026, 1.32898182760585, 0.179072728549892, 0.280927269973538, 0.166836366057396, 0.232036364010789, 0.337899997830391, 1.00199999727986, 0.387936361811378, 0.1333818171512, 0.491572732275183, 0.318027271465822, 0.118945454331962, 0.141690905290571, 0.274472726339644, 0.188690908253193, 0.386490911245346, 0.125318182018501, 0.173736365681345, 0.246072727170858, 0.376045453277501, 0.124199998226355, 0.348672725937583, 1.00755453109741, 0.237809086387808, 0.116672726178711, 0.194918182763186, 0.25382726978172, 0.13493636385961, 0.344454542818395, 0.47476363317533, 0.363172724843025, 0.123436362905936, 0.540545452724804, 0.636263638734818, 0.808154547756368, 0.120863638140938, 0.430863629539751, 1.02018181302331, 0.369290912693197, 0.118845454078506, 0.120099999518557, 0.12044545381584, 0.209972726604478, 0.174690908921713, 0.770254541527141, 0.185699999332428, 0.166772728616541, 0.343599999492819, 0.203509090976282, 0.528427271680398, 0.144409091973847, 1.45945452018218, 0.200109090317379, 0.298036363653161, 0.12211818180301, 0.144190908409655, 0.148918183351105, 0.119927273216573, 0.127454544840889, 0.20032727193426, 0.85969091816382, 0.225081816992976, 0.148590907073495, 0.126599998340349, 0.172545454041524, 0.485372730276801, 0.422490905631672, 0.146645454520529, 0.165790908377279, 0.621618181467056, 0.412327270616185, 0.644154545935718, 0.246290908618407, 0.465636367147619, 0.625327269462022, 0.906736363064159, 0.579527275128798, 0.389081816781651, 0.155990908091719, 0.290254546837373, 0.116336362267082, 0.17271818423813, 0.400790910829197, 0.400154544548555, 0.154963637109507, 0.383918179707094, 0.128500000827692, 0.169463637454266, 0.958345440301028, 0.136754546483809, 0.29494544999166, 0.150136365470561, 0.158327271653847, 0.215118185363033, 0.343390909108249, 0.444227276877923, 0.218972727995027, 0.138372728601098, 0.115454546641558, 0.314581816846674, 0.557645445520228, 0.168909090401774, 0.369181817228144, 0.218536364422603, 0.177054547112096, 0.151354545558041, 0.197263636033643, 0.145018181509592, 0.38536363704638, 0.24629090895707, 0.1225090903992, 0.346672730012373, 0.156099998138168, 0.756799998608502, 0.239263632080772, 0.202309089628133, 0.122827271168882, 0.5816181816838, 0.183427275581793, 1.64954546364871, 0.167690908028321, 0.179572729224508, 0.392781819809567, 0.137554544278167, 0.365681818940423, 0.353363634510474, 0.145672727714885, 0.155745454809882, 0.240799997340549, 0.383581823923371, 0.262390908531167, 0.313745453953743, 0.378036368299614, 0.619863640855659, 0.160009091550654, 0.514254548332908, 0.506799997253851, 0.271800001236525, 0.570900006727739, 0.116581817961891, 0.114699999717149, 0.223645455965942, 0.286718178540468, 0.74673636934974, 0.181672729551792, 0.125372726808895, 0.335436363789168, 0.251290907532993, 0.383345457640561, 1.02706363526258, 0.505709087306803, 0.132227273996581, 0.167718181555921, 0.113390907645226, 0.235390904274854, 0.212136366150596, 0.343718181956898, 0.118272728710012, 0.198172727769071, 0.203409090638161, 0.351672727106647, 0.508354549719529, 0.184581817889755, 0.600699999115684, 0.149063633289188, 0.598209089853547, 0.183354543691332, 0.111354544589465, 1.20463636788455, 0.45410000465133, 0.190563636069948, 0.545599991625005, 0.186936363577843, 0.154618180610917, 0.386672724207694, 0.748027275909077, 0.960309088230133, 0.199363633990288, 0.582390904426575, 0.138709089295431, 0.489945457338101, 0.297009092840281, 0.794018173759634, 0.157863634892485, 0.178599998862906, 0.126500001595229, 1.04109091650356, 0.133263635364446, 0.204281818460334, 0.473027272657915, 0.144654547626322, 0.155018181286075, 0.236854546449401, 0.445981811393391, 0.674372727220709, 0.134418181397698, 0.309454546733336, 0.418299998749386, 0.839509086175398, 0.11526363410733, 0.128127272833477, 0.132827272469347, 0.334109090945937, 0.520718181675131, 0.360672727904537, 0.154181819070469, 0.115754544226961, 0.345109090209007, 0.254172728820281, 0.171518183567307, 0.169090907682072, 0.274490909142928, 0.292772727933797, 0.181827272881161, 0.16476363519376, 0.247890905900435, 0.540327275341207, 0.127481817987494, 0.25740909576416, 0.161854544146494, 0.196972727775574, 0.413436362689192, 1.31525455008854, 0.378136364573782, 0.195109092376449, 0.131600000472231, 0.277918180281466, 0.118918182074346, 0.22397272627462, 0.139927275224843, 0.341763637282632, 0.287363633682782, 1.08140001242811, 0.175336363640699, 0.221836363727396, 0.48796364123171, 0.308409092778509, 0.194127273830501, 0.25393636118282, 0.76674545082179, 0.312581816857511, 0.464990907094695, 0.129645455628633, 0.442627273499966, 0.218936363404447, 0.337218180298805, 1.13882728056474, 0.461354552344842, 0.146190910176797, 1.30985453995791, 0.144236365502531, 0.255118181759661, 0.16536363654516, 0.267872727052732, 0.274972724643621, 0.113218181851235, 0.387272727760402, 0.620409094474532, 0.131663636389104, 0.128918181766163, 0.138281817801974, 0.263509089127183, 0.182136363942515, 0.140845453620634, 0.130636362930421, 0.156218182634224, 0.68143636665561, 0.356090911071409, 0.190381816456052, 0.259490908885544, 0.143599999560551, 0.155381816693328, 0.566672731698914, 1.4507545449517, 0.20589091154662, 0.240418183532628, 0.167381819676269, 0.338881822133606, 0.122427270197394, 0.456627278165384, 0.288672730326653, 0.12024545466358, 0.453045442700386, 0.485245447267186, 0.147381817625666, 0.302299999377944, 0.747963653369383, 0.404936365105889, 0.161872728304429, 0.282145455479622, 0.253227269446308, 0.157481818375262, 0.339545455845919, 0.491327270188115, 0.672554539008574, 0.759145454926924, 0.151527272029357, 0.135809088549153, 0.355818184939298, 0.202463634989478, 0.7200272787701, 0.150763634253632, 0.142418184063651, 0.141772726042704, 0.162027272311124, 0.1113090894439, 0.500254541635513, 0.168809088518504, 0.342881818725304, 0.13595454598015, 0.111209091815082, 0.335400001230565, 0.176218181044202, 0.719427276741375, 0.285863635553555, 0.327036363496022, 0.31116363981908, 0.11427272788503, 0.295290906659581, 1.03810908577659, 0.197154544632543, 0.897272723642263, 0.187536366283894, 0.684409073807976, 0.115300000391223, 0.467672727324746, 0.308590905232863, 0.567027270793915, 0.198299999941479, 0.133763636716387, 0.691654549403624, 0.610454548488964, 1.1288999969309, 0.187754548408768, 0.427999999035488, 0.326200001619079, 1.7213090820746, 0.737999991937117, 0.256200002675707, 0.253509088673375, 0.440472722053528, 0.48704545064406, 0.400672729719769, 0.491736365990205, 0.155490907459435, 0.285736363042485, 0.361054542389783, 0.748709088022059, 0.470981808209961, 0.171099998734214, 0.311163636771115, 0.577318179272962, 0.118327271531929, 1.13377273082733, 0.242772729559378, 0.494763639840213, 0.233945453708822, 0.255054544318806, 0.374390911649574, 0.332818180153316, 0.218736361373555, 0.169627271592617, 0.134799998559174, 0.127945454283194, 0.290490910410881, 0.992618181488731, 0.28163636543534, 0.174972728572109, 0.151400000534274, 0.139054545116695, 0.361999999393116, 0.288290911946784, 0.651209091598337, 0.585736355490305, 0.115445454689589, 0.281109089201147, 0.754109090024775, 0.185936363583261, 0.171163633465767, 0.112645456948402, 0.362918181852861, 0.201436362483285, 0.712236355651509, 0.675736367702484, 0.246818183497949, 0.308318181810054, 0.279372731731697, 0.917527263814753, 0.185900001024658, 0.14001818339933, 0.143481816419146, 0.121618182483045, 0.980027290907773, 0.337199996818196, 0.685536373745311, 1.14357272061435, 0.301645456389947, 0.252436362206936, 0.169345455752178, 0.180736363611438, 0.579454546624964, 0.224518182602796, 0.203054543923248, 0.300745454024185, 0.762300003658641, 0.125809090381319, 0.144472726366737, 0.613490912047299, 0.121063638139855, 0.118136364289305, 0.19099090824073, 0.29273636368188, 0.169318181504919, 0.239136364988305, 0.853345442901958, 1.79222726821899, 0.224318181926554, 0.487263635478236, 0.245254543694583, 0.955363620411266, 0.179336364259308, 0.445527269758961, 0.154500001533465, 0.237645454027436, 0.32395454834808, 0.254745453596115, 0.197700000622056, 0.180336363274943, 0.242236366326159, 0.13386363603852, 0.19232726842165, 0.225899997759949, 0.762127277525989, 0.154918180270629, 0.139209092340686, 0.194854546676983, 0.809645448811352, 0.384363641793078, 0.113563636825843, 0.198100000111894, 0.244672725146467, 0.1563000025397, 0.351609089305963, 0.698409085923975, 1.00227273729714, 0.419681817293167, 0.398900001563809, 0.153981817378239, 0.377545452930711, 0.116872726643289, 2.14640907807784, 0.12353636121208, 1.10586364431815, 0.464363640004938, 0.160799999869513, 0.126281819560311, 0.397172728722746, 0.122509088367224, 0.135109091346914, 0.138909087601033, 0.280581816353581, 0.32800908843902, 0.306063635105436, 1.37788183038885, 0.246445453979752, 0.171927272596143, 0.133800001306967, 0.537209093570709, 0.546245458112522, 0.227209089154547, 0.132572728463195, 0.212499999187209, 0.200627270747315, 0.442909095774997, 0.156000000509349, 0.369963636452501, 0.803636366670782, 0.286245454441417, 0.165872727944092, 1.17999999089675, 0.205545452846722, 0.136063637719913, 0.158927274084735, 0.901200001890009, 0.271781819110567, 0.339036361737685, 0.307299998165532, 0.135945454917171, 0.112463636154478, 0.132163637910377, 0.212363633919846, 0.22799090905623, 0.400900002230297, 0.42049090699716, 0.229272725568576, 0.27721818045459, 0.388454549691894, 0.272754547270862, 0.17458181658929, 0.311072726818648, 1.94729089736938, 0.596509088169445, 0.156318182295019, 0.205900000916286, 0.757100002332167, 0.164936362850395, 0.331690907478333, 0.397000002590093, 0.119763636453585, 0.251545454968106, 0.523254548961466, 0.656927274032073, 0.551954548467289, 0.200827274132859, 0.481681818311865, 0.831736358729276, 0.120818180582401, 0.39816363143142, 0.253481814129786, 0.267445456575264, 0.231627270579338, 0.575154545632276, 0.24478181629357, 0.333709089593454, 0.626172732223164, 0.481372730298476, 0.159590908072212, 0.365299999713898, 0.175909091803161, 0.11528181894259, 0.209927273067561, 0.620736365968531, 0.867054556581107, 0.446336364204233, 0.201636362820864, 0.26590908928351, 0.152218179946596, 0.299518184228377, 0.255945452234962, 0.244636361571875, 0.19304545359178, 0.19007272882895, 0.242472724481062, 0.141099999828095, 0.222600001503121, 0.209972728334833, 0.152363636276939, 0.111363636499101, 0.212963638065214, 0.242645455016331, 0.457327275113626, 0.210245454175906, 0.240309093147516, 0.575518174604936, 0.115654546090148, 0.198018176650459, 0.559572731906718, 0.590409086509184, 0.32629090716893, 0.32718182422898, 0.147190907546742, 0.513999998569489, 0.250945455648682, 0.730381819334897, 0.361745450984348, 0.457263632254167, 0.261299999430776, 0.144799999638715, 0.476518181237307, 0.179000000384721, 0.200218181718479, 0.36805454573848, 0.377390911675651, 0.439954549074173, 0.409718179228631, 0.973100003871051, 0.212518178603866, 0.118309092453935, 0.142027274451473, 0.466345456513492, 0.925154546445066, 0.196109091693705, 0.133890910243446, 1.49808181415905, 0.122481818395582, 0.224690906703472, 0.380300005728548, 0.136654543944381, 0.307036360556429, 0.608154539357532, 0.313845455646515, 0.14593636312268, 0.179454545405778, 0.1612090901895, 0.172436363995075, 0.148727273737842, 0.232009093869816, 0.193663636391813, 0.234390909698876, 0.131900002333251, 0.118072728541764, 0.556990907950835, 0.151699998162009, 0.129363635724241, 0.114463636482304, 0.33485454862768, 0.182054546069015, 0.694463640451431, 0.128136362880468, 0.181690908291123, 0.143999999558384, 0.235854544422843, 0.279545454816385, 1.37633636864749, 0.1511818184094, 0.117409091104161, 0.193345454606143, 0.226172725712372, 0.330545451153408, 0.18616363609379, 0.182263636612333, 0.931881817904386, 0.759445458650589, 0.378145457753404, 0.122036364268173, 0.119090911858207, 0.305327280001207, 0.31842726977034, 0.176545450971885, 0.152963634707372, 0.206981817429716, 0.417018177834424, 0.155436364425854, 0.279490908438509, 0.228290907361291, 0.682727271860296, 0.143690908835693, 0.178409089164978]], ['tcolc_e5_1 outliers', 668, [0.109336365109564, 0.152690908448263, 0.667872737754475, 0.117027274586938, 0.296500001441349, 0.0997090901840817, 0.110309090380642, 0.178899999369274, 0.734927272254771, 0.433390904556621, 0.350972724231807, 0.137036365033551, 0.243281816894358, 0.105709091506221, 0.264054545963352, 0.446945455941287, 1.09741817821156, 0.381727266040715, 0.274445450502257, 0.107372727245092, 0.908500008962371, 0.417454543438825, 0.0986818184398792, 0.101018181470202, 0.655690919777209, 0.115372727709738, 0.135081821502271, 0.581154544245113, 0.550018183209679, 0.713727264241739, 0.236272726546634, 0.141763637350364, 0.154481816867536, 0.855645453388041, 0.11232727156444, 0.281972725960341, 0.173727271231738, 0.108863636512648, 0.0982545455071059, 0.177554545077411, 0.359327270903371, 1.02924545922063, 0.119609089060263, 0.175745451992208, 0.368427272547375, 0.172663635828278, 0.30537273125215, 0.196018186413064, 0.152299999513409, 0.850663632154465, 0.294754545797001, 0.188954545015639, 0.103154545480555, 0.124036364934661, 0.389627275141803, 0.221454547210173, 0.243281818249009, 0.196654548699206, 0.165936360305006, 1.21599999882958, 0.139499997889454, 0.124663636765697, 0.279899997467344, 0.211409091102806, 0.28776363554326, 0.148045454512943, 0.545009084892544, 0.704436367208307, 0.213036359711127, 0.303454544056546, 0.296245457519862, 0.247790910980918, 0.651936360380866, 0.113636363975026, 0.113854544501836, 0.72805453972383, 0.24432727152651, 0.14254545386542, 0.514118185097521, 0.3117818179625, 0.31924546077657, 1.30086363174699, 0.141372726256536, 1.78528181531213, 0.185690910110927, 0.14789090949026, 0.119127272945744, 0.248281814157963, 0.25453636448153, 1.08338182080876, 0.135063637386669, 0.321281821890311, 0.158636364662512, 0.203418178991838, 0.695990909229625, 0.460536366159266, 0.363109088756821, 0.187899998643182, 0.263881820846688, 0.606527271426537, 0.108163638209755, 0.141000000251965, 0.115527272901752, 0.196209090677175, 0.303309089758179, 0.691145458004691, 0.371281816200777, 0.187809089537371, 0.600427267226306, 0.130109090696682, 0.203454544598406, 0.270554545250806, 0.111290909349918, 0.1292181821032, 0.107472728599202, 0.104918181134219, 0.108609091151844, 0.828500013459813, 0.155654544857415, 1.61853634769266, 0.337354545566169, 0.221954547884789, 0.41402727636424, 0.321909088980068, 0.120018182830377, 0.192545450451276, 0.345818181606856, 0.341063637455756, 0.145972726358609, 0.124827272597362, 0.286790907382965, 0.134154546328566, 0.139845454134047, 0.441790905865756, 0.574399999596856, 0.391690909185193, 0.822354541583495, 0.126527272842147, 0.112018181688406, 0.189763637767597, 0.212490911510858, 0.357445462183519, 0.384427272460677, 0.139718182384968, 0.141709088305519, 0.204063636504791, 0.576827276836742, 0.527790909463709, 0.221518180587075, 0.757745444774628, 0.148336363448338, 0.332954544912685, 0.130799999968572, 0.102554546499794, 0.227663639594208, 1.32811818610538, 0.343463636257432, 0.18740000101653, 0.526327279481021, 0.292263638566841, 0.141845456536182, 0.111709090240765, 0.356527271595868, 0.286090909080072, 0.15822727300904, 0.45987273210829, 0.142418181354349, 0.138254543258385, 0.138990907506509, 0.362154546109113, 0.110699999061498, 0.341900000518019, 0.205945454537868, 0.602100001140074, 0.855172720822421, 0.450609097426588, 0.178172727200118, 0.480127277699384, 0.115400001633547, 0.262027274478566, 0.402690909125588, 0.227618181908673, 0.152527273256882, 0.138836361806501, 0.125709090000865, 0.709836363792419, 0.134727273729037, 0.481227273290808, 0.620772724801844, 0.345154544169253, 0.184809092093598, 0.110545455393466, 0.183690906840969, 0.291536363688382, 0.431318178772926, 0.371581815860488, 0.142618182369254, 0.186181816187772, 0.123436363223432, 0.171545454724268, 0.144081818786534, 0.264445455914194, 1.12657272815704, 0.479172726923769, 0.246390906924551, 0.28410909392617, 0.419781817631288, 0.251609089699659, 0.112209090116349, 0.889963643117385, 1.00498180497776, 0.673209076577967, 0.0970636375925758, 0.356499997052279, 0.136800001460043, 0.607736351476474, 0.288063631139018, 0.583245456218719, 0.117190908979286, 0.321863639083776, 0.192909089001742, 0.384399996562438, 0.373172722079537, 0.233918181874535, 0.105763636190783, 0.34797272763469, 0.111545454033396, 0.506463636051525, 0.205536367016479, 0.107845454730771, 0.270154546607624, 0.547581818970767, 0.137118183753707, 0.156454546207731, 0.12199999933893, 0.104809089055793, 0.171563635495576, 0.21070000495423, 0.15732727216726, 0.682290906933221, 0.100772726264867, 0.197099999947981, 0.437445452267473, 0.229427273469892, 0.114500000141561, 0.51485455730422, 0.512399998578158, 0.152581818063151, 0.198536363176324, 0.211009092120962, 0.506472725759853, 0.0993000014939091, 0.42297273027626, 0.387499996206977, 1.14440908079798, 0.291563635861332, 0.175054546784271, 0.151863637464968, 0.182990909300067, 0.214054541154341, 0.14040000194853, 0.444218189878897, 0.364281816408038, 0.151581816713918, 0.147336361083117, 0.169572728262706, 1.01606364954602, 0.12632727148858, 0.132818180729042, 0.468909092924812, 0.508954552086917, 0.248918181962588, 0.318536360832778, 0.306090910326351, 0.697845453565771, 0.357945458455519, 0.415381821719083, 0.431872734969312, 0.157836363396861, 0.415027270262892, 0.625509094108235, 0.37535455010154, 0.260281817479567, 0.770136361772364, 0.208854545923797, 0.424436363306913, 0.256427273831584, 0.173281821337613, 0.143699998205358, 0.176872729577801, 0.368290909311988, 0.464599996805191, 0.221136364069852, 0.254054542292248, 0.450236363844438, 0.147145454856482, 0.0998727263649926, 0.240890907631679, 0.312481813810088, 0.11805454573848, 0.174972729249434, 0.116481817242774, 0.119000000032512, 0.104554545134306, 0.182072726162997, 0.229890907352621, 0.142736362208697, 0.122981817271052, 0.134899999946356, 0.164790905998829, 0.318718182769689, 0.129218183182688, 0.306399999694391, 0.209754543802278, 0.473936369134621, 0.138890907845714, 0.191500001332977, 0.885327282277021, 0.488654551350258, 0.119618181647225, 0.219663634388284, 0.123518181668425, 0.253345455635678, 0.148900002313894, 0.349172726358202, 0.634490913965485, 0.282345456155864, 0.132381818172607, 0.327700000340966, 0.100854547694325, 0.541790899905292, 0.161409091543068, 0.112472726201469, 0.151145455342802, 1.95665457031944, 0.21827272799882, 0.225818182934414, 0.211245456202464, 0.163227272304622, 0.187445453283462, 0.3456999971108, 0.237500001761046, 0.684672729535536, 0.161763634194027, 0.213618187403137, 0.207836363210597, 0.361863635512154, 1.08999091386795, 0.163945455442775, 0.261509089984677, 0.654400000518018, 0.207836360247298, 0.250736361200159, 0.382281818850474, 0.181990912014788, 0.148190913002261, 0.12561818246137, 0.336154542186043, 0.136454544368793, 0.361263632774353, 0.389999997886744, 0.348972725766626, 0.772018180652098, 0.335381821813908, 0.19512727484107, 0.163972726599737, 0.163509090134705, 0.757090907205235, 0.644727280194109, 0.128318181430752, 0.219581814652139, 0.342963635244153, 0.220972724936225, 0.632081822915511, 1.3921545418826, 0.192818183113228, 0.178972727873109, 0.11247272755612, 0.507600004022772, 0.893045457926663, 1.68611818010157, 0.444854548031634, 0.438063637776808, 0.206645456227389, 0.312136358454485, 0.175272726030512, 1.12884546409954, 0.69802726669745, 0.427136367017573, 0.720772726969285, 0.237636364996433, 0.235545456652868, 0.833800009705804, 0.128109089945528, 0.105254545299844, 0.660981817678972, 0.0974090898578817, 0.340681818398562, 0.502427275885235, 0.166936363686215, 0.26894545826045, 0.4572181830352, 0.10400909117677, 1.01156364245848, 0.0982000018385324, 0.18389999917285, 0.100472727621144, 0.415609094229612, 0.194872726093639, 0.702972731468352, 0.160945452749729, 0.167172726582397, 0.157472727142952, 0.299290909008546, 0.27450000426986, 0.831836361776699, 0.170799999243834, 0.101618181236766, 0.18325454602018, 0.294436360624704, 0.128490910442038, 0.143772728233175, 0.871681820262562, 0.686636367982084, 0.196563636714762, 0.392200006849386, 0.130681818181818, 0.362400000914931, 1.17760000572625, 0.238890913399783, 0.13897272656587, 0.143281816758893, 0.20929090695625, 0.155572727661241, 0.167509091171351, 0.111481818963181, 1.34017272970893, 1.16500909220089, 0.906254546208815, 0.16275454263351, 0.164927273311398, 0.631400008093227, 0.338745453818278, 0.405472736467015, 0.28007272766395, 0.131900001401928, 0.160318184982647, 0.466636366464875, 0.122727272984445, 0.198872729458592, 0.215927273035049, 0.109200000424277, 0.507818188179623, 0.744627275250175, 0.159627272662791, 0.10520909150893, 0.425181819634004, 0.183836361901327, 0.104863635179671, 0.343000000173395, 0.236327270215208, 0.181190906007859, 0.795990911397067, 1.39182727445256, 0.565099995244633, 0.202918181365187, 1.56118182702498, 1.05551818555052, 0.143263634971597, 0.162718180736358, 0.105318182105706, 0.310036363926801, 0.336600001562725, 0.249372731555592, 0.173218181864782, 0.746699999679219, 0.241900004107844, 0.261399992487647, 0.346081819046627, 0.215845453468236, 0.520445448939096, 0.682890903543342, 0.912490904331207, 0.243981817906553, 0.408500004390424, 0.290445451561192, 0.698200014504519, 0.228681819682772, 0.552290916104208, 0.243545457382094, 0.444036357782104, 1.46396362781525, 0.481118181889707, 0.264909091320905, 0.257845452563329, 0.546854542060332, 0.139900000935251, 0.447909092482984, 0.252518180419098, 0.257636361501434, 0.182309091091156, 1.46084544875405, 0.103863635523753, 0.143236364153298, 0.141881819475781, 0.21774545582858, 0.216227272694761, 0.592736366120252, 0.112836363640699, 0.219963637773286, 0.2473727254705, 0.106445454399694, 0.198081819171255, 0.235736363313415, 0.46412726288492, 0.194581816142256, 0.304745451250876, 1.08564546433362, 0.540581814267419, 0.100790909068151, 0.137036363170906, 0.922936348075217, 0.266936359757727, 0.259318180636249, 0.157354546541517, 0.101836363869635, 0.10027272914621, 0.136027275245975, 0.137345454232259, 0.155527271436189, 0.0989636378362775, 0.359972730278969, 0.434963641688228, 0.217936362563209, 0.247618183493614, 0.743809101256457, 0.237390914508565, 0.328472732142969, 0.211181819438934, 0.225509090857072, 0.682000003077767, 0.23651817982847, 0.273363637653264, 0.212490910833532, 0.162172728641467, 0.236027271232822, 0.110172727060589, 0.676490905609998, 0.20773636278781, 0.470918183976954, 0.224736364389008, 0.438963639465245, 0.478081821040674, 0.240590906955979, 0.494618182832544, 0.225454545833848, 0.20845454660329, 0.307036360556429, 0.233381817286665, 0.772054547613317, 0.253118180415847, 0.745309098200365, 0.22848181900653, 0.204181821508841, 0.174790907312523, 0.484618188305335, 0.19715454429388, 0.626227270473133, 0.176590911366723, 0.219190906394612, 0.132281818173148, 0.117927272211422, 0.160727270286192, 0.110572727905078, 0.227763634513725, 0.110872728242116, 0.307190905917775, 0.639090908521956, 0.676400006928651, 0.345100001939996, 0.625118183141405, 0.164681820495223, 0.114118180491708, 0.94830909371376, 0.112872726876627, 0.399718178944154, 0.249218182130293, 0.423636359247294, 0.341390905055133, 0.372990907593207, 0.234681816940958, 0.413009094921025, 0.151100001043894, 0.209536362100731, 0.361672721125863, 0.111718180504712, 0.421072732318531, 0.152536362409592, 0.0983636369082061, 0.401236364787275, 0.315909090536562, 0.484472725879062, 0.171145451678471, 0.333618184382265, 0.274645454334942, 0.638109091161327, 0.121154545213688, 1.05853635614569, 0.194972730495713, 0.233054547147317, 0.483827271244743, 0.226154544136741, 0.118263637477701, 1.2697454420003, 0.109572727233171, 0.156190910799937, 0.253127274526791, 0.260454546660185, 0.495618180795149, 0.106590908359398, 0.121381818570874, 0.097972726280039, 0.283127271316268, 0.133054544979876, 0.221018180928447, 0.247563635761088, 0.109427270902829, 0.112609089775519, 0.192818180742589, 0.199581816792488, 0.478009092028845, 0.1144818182696, 0.220309093594551, 0.144745452837511, 0.114836363968524, 0.305199999700893, 0.120745456015522, 0.311436365951191, 0.149254545146091, 0.27236364104531, 0.269536366178231, 0.366745452989231, 0.208936366845261, 0.212781815366311, 1.09835454279726, 0.099145453391512, 0.525400001894344, 0.110109091143716, 0.251754546707327, 0.353336364030838, 0.679227270270613, 0.220690904185176, 0.311245450919325, 0.15121817944402, 0.566763628612865, 0.145899998193437, 0.534800000912087, 0.173781818625602, 0.246145454997366, 0.266454539515755, 0.104372728869996, 0.122227274558761, 0.494109091433612, 0.107054543766108, 0.192618184468963, 0.816790900447152, 0.144990911029957, 0.160354543974708]], ['tmax_2m1_1 outliers', 0, []], ['tmax_2m2_1 outliers', 0, []], ['tmax_2m3_1 outliers', 0, []], ['tmax_2m4_1 outliers', 0, []], ['tmax_2m5_1 outliers', 0, []], ['tmin_2m1_1 outliers', 0, []], ['tmin_2m2_1 outliers', 0, []], ['tmin_2m3_1 outliers', 0, []], ['tmin_2m4_1 outliers', 0, []], ['tmin_2m5_1 outliers', 0, []], ['tmp_2m_1_1 outliers', 0, []], ['tmp_2m_2_1 outliers', 0, []], ['tmp_2m_3_1 outliers', 0, []], ['tmp_2m_4_1 outliers', 0, []], ['tmp_2m_5_1 outliers', 0, []], ['tmp_sfc1_1 outliers', 0, []], ['tmp_sfc2_1 outliers', 0, []], ['tmp_sfc3_1 outliers', 0, []], ['tmp_sfc4_1 outliers', 0, []], ['tmp_sfc5_1 outliers', 0, []], ['ulwrf_s1_1 outliers', 0, []], ['ulwrf_s2_1 outliers', 0, []], ['ulwrf_s3_1 outliers', 0, []], ['ulwrf_s4_1 outliers', 0, []], ['ulwrf_s5_1 outliers', 0, []], ['ulwrf_t1_1 outliers', 0, []], ['ulwrf_t2_1 outliers', 0, []], ['ulwrf_t3_1 outliers', 0, []], ['ulwrf_t4_1 outliers', 0, []], ['ulwrf_t5_1 outliers', 0, []], ['uswrf_s1_1 outliers', 401, [0.181818181818182, 0.363636363636364, 0.545454545454545, 0.545454545454545, 1.0, 1.0, 1.0, 1.0, 0.363636363636364, 0.727272727272727, 0.818181818181818, 1.0, 1.0, 1.0, 0.909090909090909, 0.636363636363636, 0.181818181818182, 1.0, 1.0, 0.909090909090909, 1.0, 0.909090909090909, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.545454545454545, 0.0909090909090909, 1.0, 0.181818181818182, 0.0909090909090909, 0.181818181818182, 1.0, 0.909090909090909, 0.636363636363636, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.636363636363636, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.545454545454545, 0.727272727272727, 1.0, 0.909090909090909, 0.636363636363636, 1.0, 0.0909090909090909, 1.0, 0.727272727272727, 0.363636363636364, 0.181818181818182, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.272727272727273, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.363636363636364, 0.363636363636364, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 0.0909090909090909, 1.0, 1.0, 0.909090909090909, 0.727272727272727, 0.181818181818182, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 0.181818181818182, 1.0, 0.454545454545455, 1.0, 0.363636363636364, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.818181818181818, 0.545454545454545, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 0.636363636363636, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.818181818181818, 0.454545454545455, 0.727272727272727, 0.454545454545455, 1.0, 1.0, 0.0909090909090909, 0.727272727272727, 1.0, 1.0, 1.0, 0.636363636363636, 0.0909090909090909, 0.909090909090909, 0.636363636363636, 1.0, 0.272727272727273, 0.181818181818182, 0.909090909090909, 1.0, 0.909090909090909, 1.0, 0.636363636363636, 1.0, 0.272727272727273, 1.0, 0.909090909090909, 1.0, 1.0, 0.181818181818182, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0909090909090909, 1.0, 1.0, 1.0, 1.0, 0.181818181818182, 0.181818181818182, 1.0, 1.0, 0.818181818181818, 0.909090909090909, 1.0, 0.181818181818182, 1.0, 0.0909090909090909, 1.0, 0.727272727272727, 0.636363636363636, 1.0, 0.818181818181818, 1.0, 1.0, 1.0, 0.909090909090909, 0.909090909090909, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.181818181818182, 0.0909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.636363636363636, 1.0, 1.0, 0.636363636363636, 0.636363636363636, 0.727272727272727, 0.181818181818182, 0.0909090909090909, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.545454545454545, 0.727272727272727, 0.636363636363636, 0.0909090909090909, 1.0, 0.909090909090909, 0.909090909090909, 1.0, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 0.363636363636364, 0.545454545454545, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 1.0, 0.727272727272727, 0.545454545454545, 1.0, 0.818181818181818, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0909090909090909, 0.0909090909090909, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.181818181818182, 1.0, 1.0, 1.0, 0.454545454545455, 1.0, 1.0, 0.0909090909090909, 0.0909090909090909, 0.636363636363636, 0.363636363636364, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 0.727272727272727, 1.0, 0.909090909090909, 1.0, 1.0, 0.818181818181818, 0.363636363636364, 0.181818181818182, 0.818181818181818, 0.363636363636364, 0.0909090909090909, 0.0909090909090909, 0.909090909090909, 0.0909090909090909, 0.0909090909090909, 1.0, 0.545454545454545, 0.909090909090909, 0.0909090909090909, 1.0, 0.727272727272727, 0.636363636363636, 1.0, 1.0, 1.0, 1.0, 0.909090909090909, 1.0, 1.0, 1.0, 1.0, 0.272727272727273, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.181818181818182, 1.0]], ['uswrf_s2_1 outliers', 0, []], ['uswrf_s3_1 outliers', 3, [190.545454545455, 192.636363636364, 184.636363636364]], ['uswrf_s4_1 outliers', 35, [238.363636363636, 247.272727272727, 227.636363636364, 246.454545454545, 322.727272727273, 382.181818181818, 334.090909090909, 325.818181818182, 256.181818181818, 241.0, 260.545454545455, 306.363636363636, 240.363636363636, 292.272727272727, 229.0, 281.454545454545, 227.545454545455, 239.818181818182, 304.272727272727, 327.818181818182, 450.636363636364, 377.909090909091, 343.090909090909, 278.909090909091, 236.454545454545, 246.545454545455, 319.818181818182, 289.090909090909, 324.636363636364, 263.636363636364, 250.909090909091, 292.727272727273, 274.909090909091, 244.545454545455, 255.727272727273]], ['uswrf_s5_1 outliers', 9, [229.272727272727, 270.272727272727, 218.818181818182, 220.363636363636, 221.090909090909, 313.909090909091, 242.090909090909, 223.090909090909, 239.727272727273]], ['salida outliers', 0, []]]
We managed to create a list containing the name of the atribute, the number of outliers and the value of the outliers for each attribute, calculated by applying the IQR method.
This is relevant as we managed to create a 'total_outliers' variable that contains the list data structures of all the different outliers from all the attributes, so that it can be easily accessed in a future to remove the outliers from the dataset if needed for testing purposes.
As suspected, we can see that there are a lot of outliers in the dataset, therefore it is plausible that some of them are noise, thus possibly being removed in a future model in order to improve it.
Now, we need to analyze if they are the result of bad measurements or if they are significant data for the analysis.
""" Skewness """
# ? skewness: measure of the asymmetry of the probability distribution of a real-valued random variable about its mean.
disp_df.skew().sort_values(ascending=False)
apcp_sf4_1 9.232876
apcp_sf2_1 7.550050
apcp_sf1_1 7.402803
apcp_sf3_1 7.265894
apcp_sf5_1 7.195886
...
ulwrf_t1_1 -0.965765
ulwrf_t3_1 -0.997749
ulwrf_t2_1 -1.007615
ulwrf_t5_1 -1.055472
ulwrf_t4_1 -1.181864
Length: 76, dtype: float64
""" Kurtosis """
# ? kurtosis: measure of whether the data are heavy-tailed or light-tailed relative to a normal distribution.
disp_df.kurt().sort_values(ascending=False)
apcp_sf4_1 137.078212
apcp_sf1_1 78.306178
apcp_sf2_1 76.959166
apcp_sf5_1 76.901878
apcp_sf3_1 70.852519
...
uswrf_s2_1 -1.303016
spfh_2m2_1 -1.318701
spfh_2m5_1 -1.319063
dswrf_s2_1 -1.321058
spfh_2m3_1 -1.324692
Length: 76, dtype: float64
y = disp_df['apcp_sf4_1']
plt.figure(1); plt.title('Normal')
sns.distplot(y, kde=True, fit=st.norm)
plt.figure(2); plt.title('Log Normal')
sns.distplot(y, kde=True, fit=st.lognorm)
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning) /home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning)
<AxesSubplot:title={'center':'Log Normal'}, xlabel='apcp_sf4_1', ylabel='Density'>
sns.distplot(disp_df.skew(),color='blue',axlabel ='Skewness')
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning)
<AxesSubplot:xlabel='Skewness', ylabel='Density'>
plt.figure(figsize = (12,8))
sns.distplot(disp_df.kurt(),color='r',axlabel ='Kurtosis',norm_hist= False, kde = True,rug = False)
#plt.hist(train.kurt(),orientation = 'vertical',histtype = 'bar',label ='Kurtosis', color ='blue')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning)
In this section we are getting information about the correlation of the variables between them. This information is valuable in order to make good decisions when deleting redundant attributes. Also note we are getting information about the correlation between each attribute and the solution variable. This allows us to know the most relevant attributes, making the best decisions when creating the different models.
correlation = disp_df.corr()
correlation = abs(correlation)
print(correlation) # 76 x 76 matrix of correlation values
apcp_sf1_1 apcp_sf2_1 apcp_sf3_1 apcp_sf4_1 apcp_sf5_1 \
apcp_sf1_1 1.000000 0.587239 0.509665 0.249329 0.255535
apcp_sf2_1 0.587239 1.000000 0.926354 0.394384 0.379884
apcp_sf3_1 0.509665 0.926354 1.000000 0.574310 0.533648
apcp_sf4_1 0.249329 0.394384 0.574310 1.000000 0.928523
apcp_sf5_1 0.255535 0.379884 0.533648 0.928523 1.000000
... ... ... ... ... ...
uswrf_s2_1 0.161360 0.204639 0.212301 0.135941 0.148588
uswrf_s3_1 0.228271 0.313188 0.343573 0.252657 0.272716
uswrf_s4_1 0.181360 0.279789 0.340832 0.350630 0.371776
uswrf_s5_1 0.145594 0.235880 0.291234 0.309841 0.335141
salida 0.171532 0.248745 0.282336 0.249886 0.275859
dlwrf_s1_1 dlwrf_s2_1 dlwrf_s3_1 dlwrf_s4_1 dlwrf_s5_1 \
apcp_sf1_1 0.252467 0.229487 0.199415 0.117486 0.106691
apcp_sf2_1 0.208902 0.221926 0.197477 0.121631 0.108390
apcp_sf3_1 0.211564 0.228722 0.206805 0.132780 0.119427
apcp_sf4_1 0.180722 0.200900 0.191789 0.155093 0.147178
apcp_sf5_1 0.179887 0.205593 0.197236 0.163057 0.156918
... ... ... ... ... ...
uswrf_s2_1 0.432580 0.406560 0.454606 0.562219 0.582468
uswrf_s3_1 0.210601 0.161007 0.198846 0.315337 0.341813
uswrf_s4_1 0.035897 0.013393 0.001412 0.042395 0.065821
uswrf_s5_1 0.209446 0.169964 0.187348 0.231418 0.249300
salida 0.254926 0.227098 0.263239 0.356157 0.377296
dswrf_s1_1 dswrf_s2_1 dswrf_s3_1 dswrf_s4_1 dswrf_s5_1 \
apcp_sf1_1 0.001964 0.128776 0.191791 0.168884 0.129189
apcp_sf2_1 0.020380 0.174249 0.275433 0.270171 0.218423
apcp_sf3_1 0.022460 0.180577 0.303273 0.328937 0.269387
apcp_sf4_1 0.011465 0.105525 0.209245 0.312108 0.264529
apcp_sf5_1 0.018218 0.115553 0.225397 0.328205 0.283284
... ... ... ... ... ...
uswrf_s2_1 0.303526 0.991282 0.959154 0.824318 0.861714
uswrf_s3_1 0.234205 0.863920 0.943955 0.878819 0.864104
uswrf_s4_1 0.159717 0.575545 0.718675 0.847756 0.798589
uswrf_s5_1 0.218498 0.727424 0.823901 0.924133 0.920314
salida 0.240142 0.809592 0.863117 0.848158 0.859374
pres_ms1_1 pres_ms2_1 pres_ms3_1 pres_ms4_1 pres_ms5_1 \
apcp_sf1_1 0.146848 0.148820 0.136175 0.119454 0.104211
apcp_sf2_1 0.111433 0.119972 0.114768 0.103043 0.093229
apcp_sf3_1 0.108703 0.120576 0.114731 0.103314 0.095204
apcp_sf4_1 0.093839 0.104674 0.107489 0.095110 0.090786
apcp_sf5_1 0.099140 0.111459 0.116843 0.108712 0.103477
... ... ... ... ... ...
uswrf_s2_1 0.252792 0.253788 0.256780 0.250845 0.309394
uswrf_s3_1 0.106753 0.099597 0.104956 0.103336 0.154104
uswrf_s4_1 0.013838 0.030146 0.030660 0.026535 0.005369
uswrf_s5_1 0.096664 0.083119 0.079680 0.080814 0.124234
salida 0.153849 0.148971 0.155926 0.161058 0.217138
pwat_ea1_1 pwat_ea2_1 pwat_ea3_1 pwat_ea4_1 pwat_ea5_1 \
apcp_sf1_1 0.296274 0.244169 0.198330 0.170203 0.149204
apcp_sf2_1 0.277081 0.267178 0.224550 0.187166 0.159046
apcp_sf3_1 0.279227 0.280660 0.249724 0.211207 0.179108
apcp_sf4_1 0.232377 0.251122 0.263689 0.255625 0.218597
apcp_sf5_1 0.228993 0.249242 0.264037 0.265891 0.242646
... ... ... ... ... ...
uswrf_s2_1 0.384125 0.402023 0.441876 0.473342 0.484551
uswrf_s3_1 0.179009 0.184738 0.219945 0.255811 0.273678
uswrf_s4_1 0.023363 0.006873 0.008959 0.023912 0.039599
uswrf_s5_1 0.184827 0.171067 0.174248 0.183744 0.192119
salida 0.199647 0.200626 0.225119 0.252539 0.268058
spfh_2m1_1 spfh_2m2_1 spfh_2m3_1 spfh_2m4_1 spfh_2m5_1 \
apcp_sf1_1 0.198389 0.144806 0.124807 0.116133 0.091427
apcp_sf2_1 0.152095 0.115717 0.105344 0.098780 0.067427
apcp_sf3_1 0.154382 0.118323 0.109713 0.102646 0.066615
apcp_sf4_1 0.146267 0.122468 0.125389 0.128654 0.089437
apcp_sf5_1 0.144502 0.119714 0.125393 0.132499 0.097667
... ... ... ... ... ...
uswrf_s2_1 0.504600 0.609473 0.629637 0.635755 0.679233
uswrf_s3_1 0.307413 0.407393 0.426305 0.429623 0.476343
uswrf_s4_1 0.124084 0.194859 0.201843 0.194814 0.236298
uswrf_s5_1 0.292288 0.369628 0.374909 0.366379 0.412005
salida 0.343532 0.435309 0.445177 0.443821 0.497415
tcdc_ea1_1 tcdc_ea2_1 tcdc_ea3_1 tcdc_ea4_1 tcdc_ea5_1 \
apcp_sf1_1 0.596741 0.398746 0.265764 0.198492 0.160341
apcp_sf2_1 0.672834 0.715149 0.502922 0.350019 0.261632
apcp_sf3_1 0.637130 0.796274 0.668624 0.471125 0.338706
apcp_sf4_1 0.352903 0.478388 0.642517 0.679871 0.473290
apcp_sf5_1 0.358603 0.473176 0.613378 0.723144 0.616474
... ... ... ... ... ...
uswrf_s2_1 0.368145 0.362683 0.301227 0.266248 0.222930
uswrf_s3_1 0.473477 0.536721 0.490033 0.417147 0.346792
uswrf_s4_1 0.382498 0.493303 0.594999 0.582924 0.457324
uswrf_s5_1 0.341099 0.432123 0.523418 0.556448 0.463889
salida 0.376972 0.416313 0.416811 0.413036 0.363354
tcolc_e1_1 tcolc_e2_1 tcolc_e3_1 tcolc_e4_1 tcolc_e5_1 \
apcp_sf1_1 0.596999 0.398765 0.265694 0.198500 0.160295
apcp_sf2_1 0.673016 0.715288 0.502904 0.349953 0.261611
apcp_sf3_1 0.637236 0.796417 0.668628 0.471031 0.338683
apcp_sf4_1 0.352844 0.478265 0.642587 0.679941 0.473425
apcp_sf5_1 0.358470 0.473050 0.613428 0.723196 0.616690
... ... ... ... ... ...
uswrf_s2_1 0.367846 0.362396 0.300915 0.266016 0.222316
uswrf_s3_1 0.473116 0.536377 0.489661 0.416919 0.346277
uswrf_s4_1 0.382194 0.493022 0.594665 0.582660 0.456995
uswrf_s5_1 0.340784 0.431847 0.523049 0.556127 0.463424
salida 0.376667 0.415967 0.416381 0.412663 0.362822
tmax_2m1_1 tmax_2m2_1 tmax_2m3_1 tmax_2m4_1 tmax_2m5_1 \
apcp_sf1_1 0.086320 0.047192 0.001262 0.013349 0.011220
apcp_sf2_1 0.055737 0.021067 0.033114 0.048487 0.046075
apcp_sf3_1 0.051982 0.019412 0.044697 0.065578 0.063010
apcp_sf4_1 0.067483 0.046021 0.007090 0.035950 0.034657
apcp_sf5_1 0.061450 0.039397 0.014232 0.041445 0.040312
... ... ... ... ... ...
uswrf_s2_1 0.617625 0.707818 0.729943 0.727643 0.726156
uswrf_s3_1 0.422566 0.510680 0.566898 0.573640 0.570316
uswrf_s4_1 0.189920 0.250626 0.316016 0.341662 0.337773
uswrf_s5_1 0.362295 0.428291 0.480080 0.503243 0.501006
salida 0.487250 0.563333 0.617623 0.633928 0.632514
tmin_2m1_1 tmin_2m2_1 tmin_2m3_1 tmin_2m4_1 tmin_2m5_1 \
apcp_sf1_1 0.100939 0.100460 0.095766 0.012211 0.002927
apcp_sf2_1 0.075889 0.077571 0.073516 0.046884 0.029493
apcp_sf3_1 0.074597 0.077362 0.073828 0.061058 0.043028
apcp_sf4_1 0.084952 0.088374 0.087045 0.026905 0.017712
apcp_sf5_1 0.080793 0.084296 0.083079 0.032528 0.023297
... ... ... ... ... ...
uswrf_s2_1 0.590413 0.609540 0.611692 0.734319 0.748741
uswrf_s3_1 0.385303 0.398022 0.401007 0.576777 0.575421
uswrf_s4_1 0.152155 0.158895 0.161367 0.333741 0.330719
uswrf_s5_1 0.327046 0.338194 0.340349 0.494949 0.508875
salida 0.454882 0.466277 0.469009 0.630224 0.636792
tmp_2m_1_1 tmp_2m_2_1 tmp_2m_3_1 tmp_2m_4_1 tmp_2m_5_1 \
apcp_sf1_1 0.103823 0.043312 0.006389 0.019174 0.009648
apcp_sf2_1 0.079303 0.017578 0.040359 0.054972 0.021280
apcp_sf3_1 0.078411 0.016176 0.052030 0.073926 0.034905
apcp_sf4_1 0.087733 0.044698 0.011419 0.051073 0.015577
apcp_sf5_1 0.083463 0.038199 0.018123 0.056298 0.021263
... ... ... ... ... ...
uswrf_s2_1 0.593704 0.710829 0.731880 0.730399 0.743679
uswrf_s3_1 0.386181 0.514458 0.571316 0.579273 0.564870
uswrf_s4_1 0.152663 0.252925 0.320777 0.353187 0.321805
uswrf_s5_1 0.329131 0.430199 0.483446 0.513929 0.504323
salida 0.455411 0.567001 0.621700 0.642426 0.631714
tmp_sfc1_1 tmp_sfc2_1 tmp_sfc3_1 tmp_sfc4_1 tmp_sfc5_1 \
apcp_sf1_1 0.117665 0.028723 0.046670 0.039074 0.020654
apcp_sf2_1 0.092290 0.000252 0.091224 0.080745 0.009330
apcp_sf3_1 0.091986 0.000895 0.109692 0.104061 0.020645
apcp_sf4_1 0.098414 0.034913 0.056371 0.081749 0.000421
apcp_sf5_1 0.095258 0.028059 0.064955 0.088254 0.004456
... ... ... ... ... ...
uswrf_s2_1 0.587679 0.734504 0.735255 0.735435 0.751148
uswrf_s3_1 0.373165 0.541160 0.604498 0.599004 0.562288
uswrf_s4_1 0.140571 0.273655 0.368381 0.390610 0.311259
uswrf_s5_1 0.320457 0.452301 0.520793 0.550483 0.499459
salida 0.440532 0.588912 0.655115 0.667369 0.624655
ulwrf_s1_1 ulwrf_s2_1 ulwrf_s3_1 ulwrf_s4_1 ulwrf_s5_1 \
apcp_sf1_1 0.105608 0.076806 0.028030 0.048602 0.029815
apcp_sf2_1 0.076194 0.051626 0.004015 0.091834 0.069451
apcp_sf3_1 0.073620 0.051608 0.008715 0.114263 0.089611
apcp_sf4_1 0.083396 0.071053 0.026707 0.078799 0.062584
apcp_sf5_1 0.078631 0.065907 0.019634 0.085594 0.069320
... ... ... ... ... ...
uswrf_s2_1 0.603445 0.685863 0.725149 0.737691 0.749799
uswrf_s3_1 0.403292 0.477852 0.543333 0.611675 0.606966
uswrf_s4_1 0.176445 0.227641 0.290313 0.402397 0.389095
uswrf_s5_1 0.351003 0.411266 0.464873 0.554224 0.553687
salida 0.463277 0.529134 0.589455 0.667654 0.666399
ulwrf_t1_1 ulwrf_t2_1 ulwrf_t3_1 ulwrf_t4_1 ulwrf_t5_1 \
apcp_sf1_1 0.409664 0.306309 0.263891 0.153687 0.137968
apcp_sf2_1 0.358439 0.384647 0.373792 0.263938 0.239939
apcp_sf3_1 0.355456 0.399221 0.408142 0.338837 0.309519
apcp_sf4_1 0.223813 0.279267 0.308837 0.361607 0.359904
apcp_sf5_1 0.234572 0.294328 0.327546 0.381898 0.398008
... ... ... ... ... ...
uswrf_s2_1 0.535560 0.610153 0.615371 0.529139 0.536234
uswrf_s3_1 0.521208 0.606069 0.637370 0.591476 0.583330
uswrf_s4_1 0.367799 0.454166 0.508113 0.592394 0.583309
uswrf_s5_1 0.411066 0.499054 0.548504 0.627809 0.643032
salida 0.511566 0.579722 0.613113 0.612886 0.622833
uswrf_s1_1 uswrf_s2_1 uswrf_s3_1 uswrf_s4_1 uswrf_s5_1 \
apcp_sf1_1 0.047574 0.161360 0.228271 0.181360 0.145594
apcp_sf2_1 0.053898 0.204639 0.313188 0.279789 0.235880
apcp_sf3_1 0.047203 0.212301 0.343573 0.340832 0.291234
apcp_sf4_1 0.012111 0.135941 0.252657 0.350630 0.309841
apcp_sf5_1 0.009908 0.148588 0.272716 0.371776 0.335141
... ... ... ... ... ...
uswrf_s2_1 0.468159 1.000000 0.905633 0.629272 0.761853
uswrf_s3_1 0.360956 0.905633 1.000000 0.854613 0.891581
uswrf_s4_1 0.217326 0.629272 0.854613 1.000000 0.956773
uswrf_s5_1 0.291304 0.761853 0.891581 0.956773 1.000000
salida 0.324173 0.830794 0.830235 0.690593 0.794012
salida
apcp_sf1_1 0.171532
apcp_sf2_1 0.248745
apcp_sf3_1 0.282336
apcp_sf4_1 0.249886
apcp_sf5_1 0.275859
... ...
uswrf_s2_1 0.830794
uswrf_s3_1 0.830235
uswrf_s4_1 0.690593
uswrf_s5_1 0.794012
salida 1.000000
[76 rows x 76 columns]
This is done for the sake of simplicity and to be able to visualize the correlation matrix in a more intuitive way.
correlation_list = []
for column in disp_df:
correlation[column] = abs(correlation[column])
mask = correlation[column] > 0.95
# print(correlation[column][mask].sort_values(ascending = False))
# Translate the comment below to English:
# we add the correlation values to a list of lists, which contains the names of the correlated columns and their correlation index
# The first segment adds the name of the column we are analyzing
# The second segment adds the names of the columns correlated (except the column we are analyzing) > 0.95
# The third segment adds the correlation index of the columns correlated (except the column we are analyzing) > 0.95
# Second and third segment are added to the first segment as a list of lists
# First we need to create a dictionary with the column names and their correlation values (except the column we are analyzing)
dict = ({key: value for key, value in correlation[column][mask].sort_values(ascending = False).to_dict().items() if key != column})
# print (dict)
# Then we create a list of lists with the column names and their correlation values from the dictionary created above
corr_list = [[key] + [value] for key, value in dict.items()]
# Finally we add the name of the column we are analyzing to the list of lists created above as the first element of the list (str)
corr_list.insert(0, f"Columna: {column}")
# ! Data structure: [[columna, [columna correlada 1, indice de correlacion], [columna correlada 2, indice de correlacion], ...], ...]
print(corr_list)
correlation_list += [corr_list]
print(correlation_list)
['Columna: apcp_sf1_1'] ['Columna: apcp_sf2_1'] ['Columna: apcp_sf3_1'] ['Columna: apcp_sf4_1'] ['Columna: apcp_sf5_1'] ['Columna: dlwrf_s1_1', ['dlwrf_s2_1', 0.9654602451282467], ['dlwrf_s3_1', 0.9555714275535937]] ['Columna: dlwrf_s2_1', ['dlwrf_s3_1', 0.993801937354884], ['dlwrf_s1_1', 0.9654602451282467]] ['Columna: dlwrf_s3_1', ['dlwrf_s2_1', 0.993801937354884], ['dlwrf_s4_1', 0.9664287191255341], ['dlwrf_s5_1', 0.955638710623432], ['dlwrf_s1_1', 0.9555714275535937]] ['Columna: dlwrf_s4_1', ['dlwrf_s5_1', 0.9968432736329301], ['dlwrf_s3_1', 0.9664287191255341]] ['Columna: dlwrf_s5_1', ['dlwrf_s4_1', 0.9968432736329301], ['dlwrf_s3_1', 0.955638710623432]] ['Columna: dswrf_s1_1'] ['Columna: dswrf_s2_1', ['uswrf_s2_1', 0.9912815245133624], ['dswrf_s3_1', 0.9503100565387964]] ['Columna: dswrf_s3_1', ['uswrf_s2_1', 0.9591543590605579], ['dswrf_s2_1', 0.9503100565387964]] ['Columna: dswrf_s4_1', ['dswrf_s5_1', 0.9825798647066863]] ['Columna: dswrf_s5_1', ['dswrf_s4_1', 0.9825798647066863]] ['Columna: pres_ms1_1', ['pres_ms2_1', 0.9880297011546728], ['pres_ms3_1', 0.9578904939482652]] ['Columna: pres_ms2_1', ['pres_ms1_1', 0.9880297011546728], ['pres_ms3_1', 0.9874219399163731], ['pres_ms4_1', 0.9552800186140463]] ['Columna: pres_ms3_1', ['pres_ms2_1', 0.9874219399163731], ['pres_ms4_1', 0.9871476057524855], ['pres_ms1_1', 0.9578904939482652], ['pres_ms5_1', 0.9555376601620624]] ['Columna: pres_ms4_1', ['pres_ms3_1', 0.9871476057524855], ['pres_ms5_1', 0.9857526889691135], ['pres_ms2_1', 0.9552800186140463]] ['Columna: pres_ms5_1', ['pres_ms4_1', 0.9857526889691135], ['pres_ms3_1', 0.9555376601620624]] ['Columna: pwat_ea1_1', ['pwat_ea2_1', 0.9859162230035117], ['pwat_ea3_1', 0.9579571492658394]] ['Columna: pwat_ea2_1', ['pwat_ea3_1', 0.987435297363512], ['pwat_ea1_1', 0.9859162230035117], ['pwat_ea4_1', 0.9616516049128513]] ['Columna: pwat_ea3_1', ['pwat_ea4_1', 0.9880573471002622], ['pwat_ea2_1', 0.987435297363512], ['pwat_ea5_1', 0.9616115768986265], ['pwat_ea1_1', 0.9579571492658394]] ['Columna: pwat_ea4_1', ['pwat_ea3_1', 0.9880573471002622], ['pwat_ea5_1', 0.9867846903534372], ['pwat_ea2_1', 0.9616516049128513]] ['Columna: pwat_ea5_1', ['pwat_ea4_1', 0.9867846903534372], ['pwat_ea3_1', 0.9616115768986265]] ['Columna: spfh_2m1_1', ['spfh_2m2_1', 0.9740287040850961]] ['Columna: spfh_2m2_1', ['spfh_2m3_1', 0.9851324272253641], ['spfh_2m1_1', 0.9740287040850961], ['spfh_2m4_1', 0.9611823078725884]] ['Columna: spfh_2m3_1', ['spfh_2m4_1', 0.9893999492368546], ['spfh_2m2_1', 0.9851324272253641], ['spfh_2m5_1', 0.9776313743577926]] ['Columna: spfh_2m4_1', ['spfh_2m5_1', 0.9904992516406356], ['spfh_2m3_1', 0.9893999492368546], ['spfh_2m2_1', 0.9611823078725884]] ['Columna: spfh_2m5_1', ['spfh_2m4_1', 0.9904992516406356], ['spfh_2m3_1', 0.9776313743577926]] ['Columna: tcdc_ea1_1', ['tcolc_e1_1', 0.9999825583915254]] ['Columna: tcdc_ea2_1', ['tcolc_e2_1', 0.9999840221035152]] ['Columna: tcdc_ea3_1', ['tcolc_e3_1', 0.9999844120529383]] ['Columna: tcdc_ea4_1', ['tcolc_e4_1', 0.9999840781440231]] ['Columna: tcdc_ea5_1', ['tcolc_e5_1', 0.9999743334851172]] ['Columna: tcolc_e1_1', ['tcdc_ea1_1', 0.9999825583915254]] ['Columna: tcolc_e2_1', ['tcdc_ea2_1', 0.9999840221035152]] ['Columna: tcolc_e3_1', ['tcdc_ea3_1', 0.9999844120529383]] ['Columna: tcolc_e4_1', ['tcdc_ea4_1', 0.9999840781440231]] ['Columna: tcolc_e5_1', ['tcdc_ea5_1', 0.9999743334851172]] ['Columna: tmax_2m1_1', ['ulwrf_s1_1', 0.9926185875344293], ['tmin_2m1_1', 0.9868798495796726], ['tmp_2m_1_1', 0.9848337078736275], ['tmp_sfc1_1', 0.9829175761904929], ['tmin_2m2_1', 0.9798377870127851], ['tmin_2m3_1', 0.9792576859569264], ['ulwrf_s2_1', 0.9711637882802264], ['tmax_2m2_1', 0.9639329994731967], ['tmp_2m_2_1', 0.9604125315224785], ['ulwrf_s3_1', 0.9578831233543978], ['tmp_sfc2_1', 0.952973392417377]] ['Columna: tmax_2m2_1', ['tmp_2m_2_1', 0.999279413581047], ['tmp_sfc2_1', 0.9963280066941894], ['ulwrf_s3_1', 0.9943735732483848], ['ulwrf_s2_1', 0.9916831918927983], ['tmax_2m3_1', 0.9863563274281074], ['tmp_2m_3_1', 0.9831085420291548], ['tmin_2m3_1', 0.9812920156142338], ['tmin_2m2_1', 0.9812757802653945], ['tmin_2m4_1', 0.9793670261955049], ['tmp_2m_1_1', 0.9764312479929851], ['tmin_2m1_1', 0.9727399736135504], ['tmin_2m5_1', 0.9716838103725776], ['tmax_2m4_1', 0.9702437599630711], ['tmax_2m5_1', 0.9701625450702344], ['tmp_sfc5_1', 0.9696966086282315], ['tmp_sfc1_1', 0.9686387404654087], ['tmp_2m_5_1', 0.968114400376335], ['tmp_2m_4_1', 0.9651306244123877], ['tmax_2m1_1', 0.9639329994731967], ['ulwrf_s1_1', 0.9602436099456786], ['ulwrf_s5_1', 0.9586701405643553], ['tmp_sfc3_1', 0.9539515582892754]] ['Columna: tmax_2m3_1', ['tmp_2m_3_1', 0.9990796906199355], ['tmin_2m4_1', 0.997488025624464], ['tmax_2m4_1', 0.9939478860387855], ['tmax_2m5_1', 0.9933934987034011], ['tmp_2m_4_1', 0.9905843118677575], ['ulwrf_s3_1', 0.98828872838694], ['tmp_2m_2_1', 0.9880036259862426], ['tmp_sfc2_1', 0.9875061204348023], ['tmax_2m2_1', 0.9863563274281074], ['tmin_2m5_1', 0.9849182247274321], ['tmp_sfc3_1', 0.9835345189022994], ['ulwrf_s5_1', 0.9833444127977561], ['tmp_2m_5_1', 0.9801602646803439], ['ulwrf_s4_1', 0.9784930183377477], ['tmp_sfc4_1', 0.9774159740457259], ['tmp_sfc5_1', 0.9752062916975955], ['ulwrf_s2_1', 0.9667463863072444], ['tmin_2m3_1', 0.9554251177759933], ['tmin_2m2_1', 0.9544379561079576]] ['Columna: tmax_2m4_1', ['tmax_2m5_1', 0.9998608411468725], ['tmp_2m_4_1', 0.9989991927452099], ['tmin_2m4_1', 0.996612948599106], ['tmp_2m_3_1', 0.9955799983150518], ['tmax_2m3_1', 0.9939478860387855], ['ulwrf_s5_1', 0.991573209428599], ['tmp_sfc4_1', 0.9902667320861007], ['tmin_2m5_1', 0.988699106486784], ['ulwrf_s4_1', 0.9869522366528207], ['tmp_2m_5_1', 0.9860993922018358], ['tmp_sfc3_1', 0.9856675762729512], ['tmp_sfc5_1', 0.9779255842920488], ['ulwrf_s3_1', 0.9761661994576958], ['tmp_sfc2_1', 0.9738550669787291], ['tmp_2m_2_1', 0.9734414112318843], ['tmax_2m2_1', 0.9702437599630711]] ['Columna: tmax_2m5_1', ['tmax_2m4_1', 0.9998608411468725], ['tmp_2m_4_1', 0.998912891511249], ['tmin_2m4_1', 0.9960374650259446], ['tmp_2m_3_1', 0.9949899182308278], ['tmax_2m3_1', 0.9933934987034011], ['ulwrf_s5_1', 0.9915012699578521], ['tmp_sfc4_1', 0.990183127468572], ['tmin_2m5_1', 0.9889690295147354], ['tmp_2m_5_1', 0.9870723795457379], ['ulwrf_s4_1', 0.986223408840029], ['tmp_sfc3_1', 0.9847393326351008], ['tmp_sfc5_1', 0.9789693477260845], ['ulwrf_s3_1', 0.9759211666401718], ['tmp_sfc2_1', 0.9737579994430984], ['tmp_2m_2_1', 0.9733709418009716], ['tmax_2m2_1', 0.9701625450702344]] ['Columna: tmin_2m1_1', ['tmp_2m_1_1', 0.9980817588892386], ['tmp_sfc1_1', 0.996248676153649], ['tmin_2m2_1', 0.9950124908861636], ['tmin_2m3_1', 0.9943605591613814], ['ulwrf_s1_1', 0.9927873948283475], ['tmax_2m1_1', 0.9868798495796726], ['ulwrf_s2_1', 0.9810615032837349], ['tmax_2m2_1', 0.9727399736135504], ['tmp_2m_2_1', 0.9700572344620553], ['ulwrf_s3_1', 0.9645067969204282], ['tmp_sfc2_1', 0.9596967032193685]] ['Columna: tmin_2m2_1', ['tmin_2m3_1', 0.9997062052233404], ['tmp_2m_1_1', 0.9981512005164516], ['tmp_sfc1_1', 0.9959410310876413], ['tmin_2m1_1', 0.9950124908861636], ['ulwrf_s2_1', 0.9897056135142127], ['ulwrf_s1_1', 0.9851587060862387], ['tmax_2m2_1', 0.9812757802653945], ['tmp_2m_2_1', 0.9802608446453747], ['tmax_2m1_1', 0.9798377870127851], ['ulwrf_s3_1', 0.9736090563981777], ['tmp_sfc2_1', 0.9702605319633663], ['tmax_2m3_1', 0.9544379561079576], ['tmp_2m_3_1', 0.9508499543680373]] ['Columna: tmin_2m3_1', ['tmin_2m2_1', 0.9997062052233404], ['tmp_2m_1_1', 0.9974641474499955], ['tmp_sfc1_1', 0.9951671659310295], ['tmin_2m1_1', 0.9943605591613814], ['ulwrf_s2_1', 0.9895084256536643], ['ulwrf_s1_1', 0.9845098225204798], ['tmax_2m2_1', 0.9812920156142338], ['tmp_2m_2_1', 0.9806732429028232], ['tmax_2m1_1', 0.9792576859569264], ['ulwrf_s3_1', 0.9743175328046926], ['tmp_sfc2_1', 0.9708140661560417], ['tmax_2m3_1', 0.9554251177759933], ['tmp_2m_3_1', 0.9527674304436178]] ['Columna: tmin_2m4_1', ['tmp_2m_3_1', 0.9989997829151602], ['tmax_2m3_1', 0.997488025624464], ['tmax_2m4_1', 0.996612948599106], ['tmax_2m5_1', 0.9960374650259446], ['tmp_2m_4_1', 0.9956331074283307], ['tmin_2m5_1', 0.9882923644581257], ['ulwrf_s5_1', 0.9881880630948019], ['tmp_sfc3_1', 0.9857595749820292], ['tmp_sfc4_1', 0.9840410123591383], ['ulwrf_s3_1', 0.983678745889547], ['tmp_2m_5_1', 0.9836322983829981], ['ulwrf_s4_1', 0.9836098106755029], ['tmp_2m_2_1', 0.9822198002917198], ['tmp_sfc2_1', 0.9822175846196547], ['tmax_2m2_1', 0.9793670261955049], ['tmp_sfc5_1', 0.9772816032898618], ['ulwrf_s2_1', 0.9589828757785641]] ['Columna: tmin_2m5_1', ['tmp_2m_5_1', 0.9985872418072574], ['tmp_sfc5_1', 0.9960878423266774], ['tmp_2m_4_1', 0.9893451023012511], ['tmax_2m5_1', 0.9889690295147354], ['tmax_2m4_1', 0.988699106486784], ['tmin_2m4_1', 0.9882923644581257], ['ulwrf_s5_1', 0.9871666099594831], ['tmp_2m_3_1', 0.9862414808572356], ['tmax_2m3_1', 0.9849182247274321], ['tmp_sfc4_1', 0.9798117195517193], ['ulwrf_s3_1', 0.97740751673737], ['tmp_sfc2_1', 0.975667677706812], ['tmp_2m_2_1', 0.9743545739437655], ['ulwrf_s4_1', 0.9733544288322069], ['tmax_2m2_1', 0.9716838103725776], ['tmp_sfc3_1', 0.9701100481890056], ['ulwrf_s2_1', 0.95891247038241]] ['Columna: tmp_2m_1_1', ['tmin_2m2_1', 0.9981512005164516], ['tmin_2m1_1', 0.9980817588892386], ['tmp_sfc1_1', 0.9979028208918925], ['tmin_2m3_1', 0.9974641474499955], ['ulwrf_s1_1', 0.989886382482919], ['ulwrf_s2_1', 0.9850396367967102], ['tmax_2m1_1', 0.9848337078736275], ['tmax_2m2_1', 0.9764312479929851], ['tmp_2m_2_1', 0.9737766982667028], ['ulwrf_s3_1', 0.9674427312184244], ['tmp_sfc2_1', 0.9630346941155181]] ['Columna: tmp_2m_2_1', ['tmax_2m2_1', 0.999279413581047], ['tmp_sfc2_1', 0.9971657687697132], ['ulwrf_s3_1', 0.9949020565647635], ['ulwrf_s2_1', 0.9905599295370681], ['tmax_2m3_1', 0.9880036259862426], ['tmp_2m_3_1', 0.9858190099460092], ['tmin_2m4_1', 0.9822198002917198], ['tmin_2m3_1', 0.9806732429028232], ['tmin_2m2_1', 0.9802608446453747], ['tmin_2m5_1', 0.9743545739437655], ['tmp_2m_1_1', 0.9737766982667028], ['tmax_2m4_1', 0.9734414112318843], ['tmax_2m5_1', 0.9733709418009716], ['tmp_sfc5_1', 0.9718603694854948], ['tmp_2m_5_1', 0.9707915853585791], ['tmin_2m1_1', 0.9700572344620553], ['tmp_2m_4_1', 0.9684540324625924], ['tmp_sfc1_1', 0.9657022955971822], ['ulwrf_s5_1', 0.9614582035068646], ['tmax_2m1_1', 0.9604125315224785], ['tmp_sfc3_1', 0.9570477759383318], ['ulwrf_s1_1', 0.9569062581410626], ['ulwrf_s4_1', 0.9500795033450581]] ['Columna: tmp_2m_3_1', ['tmax_2m3_1', 0.9990796906199355], ['tmin_2m4_1', 0.9989997829151602], ['tmax_2m4_1', 0.9955799983150518], ['tmax_2m5_1', 0.9949899182308278], ['tmp_2m_4_1', 0.992724635037048], ['ulwrf_s3_1', 0.9865819739434247], ['tmin_2m5_1', 0.9862414808572356], ['tmp_2m_2_1', 0.9858190099460092], ['tmp_sfc2_1', 0.9855607986565933], ['tmp_sfc3_1', 0.9854405898475033], ['ulwrf_s5_1', 0.9851699795124875], ['tmax_2m2_1', 0.9831085420291548], ['tmp_2m_5_1', 0.9814018293134269], ['ulwrf_s4_1', 0.980720770775525], ['tmp_sfc4_1', 0.9798660505699089], ['tmp_sfc5_1', 0.9758661885333627], ['ulwrf_s2_1', 0.9631815470434164], ['tmin_2m3_1', 0.9527674304436178], ['tmin_2m2_1', 0.9508499543680373]] ['Columna: tmp_2m_4_1', ['tmax_2m4_1', 0.9989991927452099], ['tmax_2m5_1', 0.998912891511249], ['tmin_2m4_1', 0.9956331074283307], ['tmp_2m_3_1', 0.992724635037048], ['ulwrf_s5_1', 0.992629010533321], ['tmp_sfc4_1', 0.9924065636207563], ['tmax_2m3_1', 0.9905843118677575], ['tmin_2m5_1', 0.9893451023012511], ['ulwrf_s4_1', 0.9874429299949301], ['tmp_2m_5_1', 0.9869728798681838], ['tmp_sfc3_1', 0.9838167456994329], ['tmp_sfc5_1', 0.9780204837374045], ['ulwrf_s3_1', 0.9717248352123742], ['tmp_sfc2_1', 0.9690993877999895], ['tmp_2m_2_1', 0.9684540324625924], ['tmax_2m2_1', 0.9651306244123877]] ['Columna: tmp_2m_5_1', ['tmin_2m5_1', 0.9985872418072574], ['tmp_sfc5_1', 0.9980210586015835], ['tmax_2m5_1', 0.9870723795457379], ['tmp_2m_4_1', 0.9869728798681838], ['tmax_2m4_1', 0.9860993922018358], ['ulwrf_s5_1', 0.9850429023316406], ['tmin_2m4_1', 0.9836322983829981], ['tmp_2m_3_1', 0.9814018293134269], ['tmax_2m3_1', 0.9801602646803439], ['tmp_sfc4_1', 0.9778991463220804], ['ulwrf_s3_1', 0.9735380279630496], ['tmp_sfc2_1', 0.972250922704137], ['tmp_2m_2_1', 0.9707915853585791], ['ulwrf_s4_1', 0.9690610099247569], ['tmax_2m2_1', 0.968114400376335], ['tmp_sfc3_1', 0.9643712722245484], ['ulwrf_s2_1', 0.956704311106679]] ['Columna: tmp_sfc1_1', ['tmp_2m_1_1', 0.9979028208918925], ['tmin_2m1_1', 0.996248676153649], ['tmin_2m2_1', 0.9959410310876413], ['tmin_2m3_1', 0.9951671659310295], ['ulwrf_s1_1', 0.9920525875016104], ['ulwrf_s2_1', 0.9836941167558975], ['tmax_2m1_1', 0.9829175761904929], ['tmax_2m2_1', 0.9686387404654087], ['tmp_2m_2_1', 0.9657022955971822], ['ulwrf_s3_1', 0.9608809573919886], ['tmp_sfc2_1', 0.9559322864982573]] ['Columna: tmp_sfc2_1', ['tmp_2m_2_1', 0.9971657687697132], ['ulwrf_s3_1', 0.9968919715831992], ['tmax_2m2_1', 0.9963280066941894], ['ulwrf_s2_1', 0.9877897069957257], ['tmax_2m3_1', 0.9875061204348023], ['tmp_2m_3_1', 0.9855607986565933], ['tmin_2m4_1', 0.9822175846196547], ['tmin_2m5_1', 0.975667677706812], ['tmp_sfc5_1', 0.9743551770315393], ['tmax_2m4_1', 0.9738550669787291], ['tmax_2m5_1', 0.9737579994430984], ['tmp_2m_5_1', 0.972250922704137], ['tmin_2m3_1', 0.9708140661560417], ['tmin_2m2_1', 0.9702605319633663], ['tmp_2m_4_1', 0.9690993877999895], ['ulwrf_s5_1', 0.967649863178039], ['tmp_sfc3_1', 0.9651682330506755], ['tmp_2m_1_1', 0.9630346941155181], ['tmin_2m1_1', 0.9596967032193685], ['ulwrf_s4_1', 0.9576549973115905], ['tmp_sfc4_1', 0.9563060096539977], ['tmp_sfc1_1', 0.9559322864982573], ['tmax_2m1_1', 0.952973392417377]] ['Columna: tmp_sfc3_1', ['ulwrf_s4_1', 0.9949082962956732], ['ulwrf_s5_1', 0.9894265289354863], ['tmp_sfc4_1', 0.9886690618484514], ['tmin_2m4_1', 0.9857595749820292], ['tmax_2m4_1', 0.9856675762729512], ['tmp_2m_3_1', 0.9854405898475033], ['tmax_2m5_1', 0.9847393326351008], ['tmp_2m_4_1', 0.9838167456994329], ['tmax_2m3_1', 0.9835345189022994], ['tmin_2m5_1', 0.9701100481890056], ['ulwrf_s3_1', 0.9698262276074615], ['tmp_sfc2_1', 0.9651682330506755], ['tmp_2m_5_1', 0.9643712722245484], ['tmp_2m_2_1', 0.9570477759383318], ['tmp_sfc5_1', 0.9560370173037632], ['tmax_2m2_1', 0.9539515582892754]] ['Columna: tmp_sfc4_1', ['ulwrf_s5_1', 0.9966804863664394], ['ulwrf_s4_1', 0.9957608658788498], ['tmp_2m_4_1', 0.9924065636207563], ['tmax_2m4_1', 0.9902667320861007], ['tmax_2m5_1', 0.990183127468572], ['tmp_sfc3_1', 0.9886690618484514], ['tmin_2m4_1', 0.9840410123591383], ['tmp_2m_3_1', 0.9798660505699089], ['tmin_2m5_1', 0.9798117195517193], ['tmp_2m_5_1', 0.9778991463220804], ['tmax_2m3_1', 0.9774159740457259], ['tmp_sfc5_1', 0.9685872464444223], ['ulwrf_s3_1', 0.9609986923315169], ['tmp_sfc2_1', 0.9563060096539977]] ['Columna: tmp_sfc5_1', ['tmp_2m_5_1', 0.9980210586015835], ['tmin_2m5_1', 0.9960878423266774], ['tmax_2m5_1', 0.9789693477260845], ['ulwrf_s5_1', 0.9787198905527447], ['tmp_2m_4_1', 0.9780204837374045], ['tmax_2m4_1', 0.9779255842920488], ['tmin_2m4_1', 0.9772816032898618], ['tmp_2m_3_1', 0.9758661885333627], ['tmax_2m3_1', 0.9752062916975955], ['ulwrf_s3_1', 0.9746737419558961], ['tmp_sfc2_1', 0.9743551770315393], ['tmp_2m_2_1', 0.9718603694854948], ['tmax_2m2_1', 0.9696966086282315], ['tmp_sfc4_1', 0.9685872464444223], ['ulwrf_s2_1', 0.9624211939860853], ['ulwrf_s4_1', 0.9600455484407057], ['tmp_sfc3_1', 0.9560370173037632]] ['Columna: ulwrf_s1_1', ['tmin_2m1_1', 0.9927873948283475], ['tmax_2m1_1', 0.9926185875344293], ['tmp_sfc1_1', 0.9920525875016104], ['tmp_2m_1_1', 0.989886382482919], ['tmin_2m2_1', 0.9851587060862387], ['tmin_2m3_1', 0.9845098225204798], ['ulwrf_s2_1', 0.9761880750421632], ['tmax_2m2_1', 0.9602436099456786], ['tmp_2m_2_1', 0.9569062581410626], ['ulwrf_s3_1', 0.9568053797580687]] ['Columna: ulwrf_s2_1', ['tmax_2m2_1', 0.9916831918927983], ['tmp_2m_2_1', 0.9905599295370681], ['ulwrf_s3_1', 0.9904697536560035], ['tmin_2m2_1', 0.9897056135142127], ['tmin_2m3_1', 0.9895084256536643], ['tmp_sfc2_1', 0.9877897069957257], ['tmp_2m_1_1', 0.9850396367967102], ['tmp_sfc1_1', 0.9836941167558975], ['tmin_2m1_1', 0.9810615032837349], ['ulwrf_s1_1', 0.9761880750421632], ['tmax_2m1_1', 0.9711637882802264], ['tmax_2m3_1', 0.9667463863072444], ['tmp_2m_3_1', 0.9631815470434164], ['tmp_sfc5_1', 0.9624211939860853], ['tmin_2m4_1', 0.9589828757785641], ['tmin_2m5_1', 0.95891247038241], ['tmp_2m_5_1', 0.956704311106679]] ['Columna: ulwrf_s3_1', ['tmp_sfc2_1', 0.9968919715831992], ['tmp_2m_2_1', 0.9949020565647635], ['tmax_2m2_1', 0.9943735732483848], ['ulwrf_s2_1', 0.9904697536560035], ['tmax_2m3_1', 0.98828872838694], ['tmp_2m_3_1', 0.9865819739434247], ['tmin_2m4_1', 0.983678745889547], ['tmin_2m5_1', 0.97740751673737], ['tmax_2m4_1', 0.9761661994576958], ['tmax_2m5_1', 0.9759211666401718], ['tmp_sfc5_1', 0.9746737419558961], ['tmin_2m3_1', 0.9743175328046926], ['ulwrf_s5_1', 0.9738021131102192], ['tmin_2m2_1', 0.9736090563981777], ['tmp_2m_5_1', 0.9735380279630496], ['tmp_2m_4_1', 0.9717248352123742], ['tmp_sfc3_1', 0.9698262276074615], ['tmp_2m_1_1', 0.9674427312184244], ['ulwrf_s4_1', 0.9653517574338257], ['tmin_2m1_1', 0.9645067969204282], ['tmp_sfc4_1', 0.9609986923315169], ['tmp_sfc1_1', 0.9608809573919886], ['tmax_2m1_1', 0.9578831233543978], ['ulwrf_s1_1', 0.9568053797580687]] ['Columna: ulwrf_s4_1', ['ulwrf_s5_1', 0.9963102550341579], ['tmp_sfc4_1', 0.9957608658788498], ['tmp_sfc3_1', 0.9949082962956732], ['tmp_2m_4_1', 0.9874429299949301], ['tmax_2m4_1', 0.9869522366528207], ['tmax_2m5_1', 0.986223408840029], ['tmin_2m4_1', 0.9836098106755029], ['tmp_2m_3_1', 0.980720770775525], ['tmax_2m3_1', 0.9784930183377477], ['tmin_2m5_1', 0.9733544288322069], ['tmp_2m_5_1', 0.9690610099247569], ['ulwrf_s3_1', 0.9653517574338257], ['tmp_sfc5_1', 0.9600455484407057], ['tmp_sfc2_1', 0.9576549973115905], ['tmp_2m_2_1', 0.9500795033450581]] ['Columna: ulwrf_s5_1', ['tmp_sfc4_1', 0.9966804863664394], ['ulwrf_s4_1', 0.9963102550341579], ['tmp_2m_4_1', 0.992629010533321], ['tmax_2m4_1', 0.991573209428599], ['tmax_2m5_1', 0.9915012699578521], ['tmp_sfc3_1', 0.9894265289354863], ['tmin_2m4_1', 0.9881880630948019], ['tmin_2m5_1', 0.9871666099594831], ['tmp_2m_3_1', 0.9851699795124875], ['tmp_2m_5_1', 0.9850429023316406], ['tmax_2m3_1', 0.9833444127977561], ['tmp_sfc5_1', 0.9787198905527447], ['ulwrf_s3_1', 0.9738021131102192], ['tmp_sfc2_1', 0.967649863178039], ['tmp_2m_2_1', 0.9614582035068646], ['tmax_2m2_1', 0.9586701405643553]] ['Columna: ulwrf_t1_1'] ['Columna: ulwrf_t2_1', ['ulwrf_t3_1', 0.9751600831406207]] ['Columna: ulwrf_t3_1', ['ulwrf_t2_1', 0.9751600831406207]] ['Columna: ulwrf_t4_1', ['ulwrf_t5_1', 0.9759671994957412]] ['Columna: ulwrf_t5_1', ['ulwrf_t4_1', 0.9759671994957412]] ['Columna: uswrf_s1_1'] ['Columna: uswrf_s2_1', ['dswrf_s2_1', 0.9912815245133624], ['dswrf_s3_1', 0.9591543590605579]] ['Columna: uswrf_s3_1'] ['Columna: uswrf_s4_1', ['uswrf_s5_1', 0.9567727958269349]] ['Columna: uswrf_s5_1', ['uswrf_s4_1', 0.9567727958269349]] ['Columna: salida'] [['Columna: apcp_sf1_1'], ['Columna: apcp_sf2_1'], ['Columna: apcp_sf3_1'], ['Columna: apcp_sf4_1'], ['Columna: apcp_sf5_1'], ['Columna: dlwrf_s1_1', ['dlwrf_s2_1', 0.9654602451282467], ['dlwrf_s3_1', 0.9555714275535937]], ['Columna: dlwrf_s2_1', ['dlwrf_s3_1', 0.993801937354884], ['dlwrf_s1_1', 0.9654602451282467]], ['Columna: dlwrf_s3_1', ['dlwrf_s2_1', 0.993801937354884], ['dlwrf_s4_1', 0.9664287191255341], ['dlwrf_s5_1', 0.955638710623432], ['dlwrf_s1_1', 0.9555714275535937]], ['Columna: dlwrf_s4_1', ['dlwrf_s5_1', 0.9968432736329301], ['dlwrf_s3_1', 0.9664287191255341]], ['Columna: dlwrf_s5_1', ['dlwrf_s4_1', 0.9968432736329301], ['dlwrf_s3_1', 0.955638710623432]], ['Columna: dswrf_s1_1'], ['Columna: dswrf_s2_1', ['uswrf_s2_1', 0.9912815245133624], ['dswrf_s3_1', 0.9503100565387964]], ['Columna: dswrf_s3_1', ['uswrf_s2_1', 0.9591543590605579], ['dswrf_s2_1', 0.9503100565387964]], ['Columna: dswrf_s4_1', ['dswrf_s5_1', 0.9825798647066863]], ['Columna: dswrf_s5_1', ['dswrf_s4_1', 0.9825798647066863]], ['Columna: pres_ms1_1', ['pres_ms2_1', 0.9880297011546728], ['pres_ms3_1', 0.9578904939482652]], ['Columna: pres_ms2_1', ['pres_ms1_1', 0.9880297011546728], ['pres_ms3_1', 0.9874219399163731], ['pres_ms4_1', 0.9552800186140463]], ['Columna: pres_ms3_1', ['pres_ms2_1', 0.9874219399163731], ['pres_ms4_1', 0.9871476057524855], ['pres_ms1_1', 0.9578904939482652], ['pres_ms5_1', 0.9555376601620624]], ['Columna: pres_ms4_1', ['pres_ms3_1', 0.9871476057524855], ['pres_ms5_1', 0.9857526889691135], ['pres_ms2_1', 0.9552800186140463]], ['Columna: pres_ms5_1', ['pres_ms4_1', 0.9857526889691135], ['pres_ms3_1', 0.9555376601620624]], ['Columna: pwat_ea1_1', ['pwat_ea2_1', 0.9859162230035117], ['pwat_ea3_1', 0.9579571492658394]], ['Columna: pwat_ea2_1', ['pwat_ea3_1', 0.987435297363512], ['pwat_ea1_1', 0.9859162230035117], ['pwat_ea4_1', 0.9616516049128513]], ['Columna: pwat_ea3_1', ['pwat_ea4_1', 0.9880573471002622], ['pwat_ea2_1', 0.987435297363512], ['pwat_ea5_1', 0.9616115768986265], ['pwat_ea1_1', 0.9579571492658394]], ['Columna: pwat_ea4_1', ['pwat_ea3_1', 0.9880573471002622], ['pwat_ea5_1', 0.9867846903534372], ['pwat_ea2_1', 0.9616516049128513]], ['Columna: pwat_ea5_1', ['pwat_ea4_1', 0.9867846903534372], ['pwat_ea3_1', 0.9616115768986265]], ['Columna: spfh_2m1_1', ['spfh_2m2_1', 0.9740287040850961]], ['Columna: spfh_2m2_1', ['spfh_2m3_1', 0.9851324272253641], ['spfh_2m1_1', 0.9740287040850961], ['spfh_2m4_1', 0.9611823078725884]], ['Columna: spfh_2m3_1', ['spfh_2m4_1', 0.9893999492368546], ['spfh_2m2_1', 0.9851324272253641], ['spfh_2m5_1', 0.9776313743577926]], ['Columna: spfh_2m4_1', ['spfh_2m5_1', 0.9904992516406356], ['spfh_2m3_1', 0.9893999492368546], ['spfh_2m2_1', 0.9611823078725884]], ['Columna: spfh_2m5_1', ['spfh_2m4_1', 0.9904992516406356], ['spfh_2m3_1', 0.9776313743577926]], ['Columna: tcdc_ea1_1', ['tcolc_e1_1', 0.9999825583915254]], ['Columna: tcdc_ea2_1', ['tcolc_e2_1', 0.9999840221035152]], ['Columna: tcdc_ea3_1', ['tcolc_e3_1', 0.9999844120529383]], ['Columna: tcdc_ea4_1', ['tcolc_e4_1', 0.9999840781440231]], ['Columna: tcdc_ea5_1', ['tcolc_e5_1', 0.9999743334851172]], ['Columna: tcolc_e1_1', ['tcdc_ea1_1', 0.9999825583915254]], ['Columna: tcolc_e2_1', ['tcdc_ea2_1', 0.9999840221035152]], ['Columna: tcolc_e3_1', ['tcdc_ea3_1', 0.9999844120529383]], ['Columna: tcolc_e4_1', ['tcdc_ea4_1', 0.9999840781440231]], ['Columna: tcolc_e5_1', ['tcdc_ea5_1', 0.9999743334851172]], ['Columna: tmax_2m1_1', ['ulwrf_s1_1', 0.9926185875344293], ['tmin_2m1_1', 0.9868798495796726], ['tmp_2m_1_1', 0.9848337078736275], ['tmp_sfc1_1', 0.9829175761904929], ['tmin_2m2_1', 0.9798377870127851], ['tmin_2m3_1', 0.9792576859569264], ['ulwrf_s2_1', 0.9711637882802264], ['tmax_2m2_1', 0.9639329994731967], ['tmp_2m_2_1', 0.9604125315224785], ['ulwrf_s3_1', 0.9578831233543978], ['tmp_sfc2_1', 0.952973392417377]], ['Columna: tmax_2m2_1', ['tmp_2m_2_1', 0.999279413581047], ['tmp_sfc2_1', 0.9963280066941894], ['ulwrf_s3_1', 0.9943735732483848], ['ulwrf_s2_1', 0.9916831918927983], ['tmax_2m3_1', 0.9863563274281074], ['tmp_2m_3_1', 0.9831085420291548], ['tmin_2m3_1', 0.9812920156142338], ['tmin_2m2_1', 0.9812757802653945], ['tmin_2m4_1', 0.9793670261955049], ['tmp_2m_1_1', 0.9764312479929851], ['tmin_2m1_1', 0.9727399736135504], ['tmin_2m5_1', 0.9716838103725776], ['tmax_2m4_1', 0.9702437599630711], ['tmax_2m5_1', 0.9701625450702344], ['tmp_sfc5_1', 0.9696966086282315], ['tmp_sfc1_1', 0.9686387404654087], ['tmp_2m_5_1', 0.968114400376335], ['tmp_2m_4_1', 0.9651306244123877], ['tmax_2m1_1', 0.9639329994731967], ['ulwrf_s1_1', 0.9602436099456786], ['ulwrf_s5_1', 0.9586701405643553], ['tmp_sfc3_1', 0.9539515582892754]], ['Columna: tmax_2m3_1', ['tmp_2m_3_1', 0.9990796906199355], ['tmin_2m4_1', 0.997488025624464], ['tmax_2m4_1', 0.9939478860387855], ['tmax_2m5_1', 0.9933934987034011], ['tmp_2m_4_1', 0.9905843118677575], ['ulwrf_s3_1', 0.98828872838694], ['tmp_2m_2_1', 0.9880036259862426], ['tmp_sfc2_1', 0.9875061204348023], ['tmax_2m2_1', 0.9863563274281074], ['tmin_2m5_1', 0.9849182247274321], ['tmp_sfc3_1', 0.9835345189022994], ['ulwrf_s5_1', 0.9833444127977561], ['tmp_2m_5_1', 0.9801602646803439], ['ulwrf_s4_1', 0.9784930183377477], ['tmp_sfc4_1', 0.9774159740457259], ['tmp_sfc5_1', 0.9752062916975955], ['ulwrf_s2_1', 0.9667463863072444], ['tmin_2m3_1', 0.9554251177759933], ['tmin_2m2_1', 0.9544379561079576]], ['Columna: tmax_2m4_1', ['tmax_2m5_1', 0.9998608411468725], ['tmp_2m_4_1', 0.9989991927452099], ['tmin_2m4_1', 0.996612948599106], ['tmp_2m_3_1', 0.9955799983150518], ['tmax_2m3_1', 0.9939478860387855], ['ulwrf_s5_1', 0.991573209428599], ['tmp_sfc4_1', 0.9902667320861007], ['tmin_2m5_1', 0.988699106486784], ['ulwrf_s4_1', 0.9869522366528207], ['tmp_2m_5_1', 0.9860993922018358], ['tmp_sfc3_1', 0.9856675762729512], ['tmp_sfc5_1', 0.9779255842920488], ['ulwrf_s3_1', 0.9761661994576958], ['tmp_sfc2_1', 0.9738550669787291], ['tmp_2m_2_1', 0.9734414112318843], ['tmax_2m2_1', 0.9702437599630711]], ['Columna: tmax_2m5_1', ['tmax_2m4_1', 0.9998608411468725], ['tmp_2m_4_1', 0.998912891511249], ['tmin_2m4_1', 0.9960374650259446], ['tmp_2m_3_1', 0.9949899182308278], ['tmax_2m3_1', 0.9933934987034011], ['ulwrf_s5_1', 0.9915012699578521], ['tmp_sfc4_1', 0.990183127468572], ['tmin_2m5_1', 0.9889690295147354], ['tmp_2m_5_1', 0.9870723795457379], ['ulwrf_s4_1', 0.986223408840029], ['tmp_sfc3_1', 0.9847393326351008], ['tmp_sfc5_1', 0.9789693477260845], ['ulwrf_s3_1', 0.9759211666401718], ['tmp_sfc2_1', 0.9737579994430984], ['tmp_2m_2_1', 0.9733709418009716], ['tmax_2m2_1', 0.9701625450702344]], ['Columna: tmin_2m1_1', ['tmp_2m_1_1', 0.9980817588892386], ['tmp_sfc1_1', 0.996248676153649], ['tmin_2m2_1', 0.9950124908861636], ['tmin_2m3_1', 0.9943605591613814], ['ulwrf_s1_1', 0.9927873948283475], ['tmax_2m1_1', 0.9868798495796726], ['ulwrf_s2_1', 0.9810615032837349], ['tmax_2m2_1', 0.9727399736135504], ['tmp_2m_2_1', 0.9700572344620553], ['ulwrf_s3_1', 0.9645067969204282], ['tmp_sfc2_1', 0.9596967032193685]], ['Columna: tmin_2m2_1', ['tmin_2m3_1', 0.9997062052233404], ['tmp_2m_1_1', 0.9981512005164516], ['tmp_sfc1_1', 0.9959410310876413], ['tmin_2m1_1', 0.9950124908861636], ['ulwrf_s2_1', 0.9897056135142127], ['ulwrf_s1_1', 0.9851587060862387], ['tmax_2m2_1', 0.9812757802653945], ['tmp_2m_2_1', 0.9802608446453747], ['tmax_2m1_1', 0.9798377870127851], ['ulwrf_s3_1', 0.9736090563981777], ['tmp_sfc2_1', 0.9702605319633663], ['tmax_2m3_1', 0.9544379561079576], ['tmp_2m_3_1', 0.9508499543680373]], ['Columna: tmin_2m3_1', ['tmin_2m2_1', 0.9997062052233404], ['tmp_2m_1_1', 0.9974641474499955], ['tmp_sfc1_1', 0.9951671659310295], ['tmin_2m1_1', 0.9943605591613814], ['ulwrf_s2_1', 0.9895084256536643], ['ulwrf_s1_1', 0.9845098225204798], ['tmax_2m2_1', 0.9812920156142338], ['tmp_2m_2_1', 0.9806732429028232], ['tmax_2m1_1', 0.9792576859569264], ['ulwrf_s3_1', 0.9743175328046926], ['tmp_sfc2_1', 0.9708140661560417], ['tmax_2m3_1', 0.9554251177759933], ['tmp_2m_3_1', 0.9527674304436178]], ['Columna: tmin_2m4_1', ['tmp_2m_3_1', 0.9989997829151602], ['tmax_2m3_1', 0.997488025624464], ['tmax_2m4_1', 0.996612948599106], ['tmax_2m5_1', 0.9960374650259446], ['tmp_2m_4_1', 0.9956331074283307], ['tmin_2m5_1', 0.9882923644581257], ['ulwrf_s5_1', 0.9881880630948019], ['tmp_sfc3_1', 0.9857595749820292], ['tmp_sfc4_1', 0.9840410123591383], ['ulwrf_s3_1', 0.983678745889547], ['tmp_2m_5_1', 0.9836322983829981], ['ulwrf_s4_1', 0.9836098106755029], ['tmp_2m_2_1', 0.9822198002917198], ['tmp_sfc2_1', 0.9822175846196547], ['tmax_2m2_1', 0.9793670261955049], ['tmp_sfc5_1', 0.9772816032898618], ['ulwrf_s2_1', 0.9589828757785641]], ['Columna: tmin_2m5_1', ['tmp_2m_5_1', 0.9985872418072574], ['tmp_sfc5_1', 0.9960878423266774], ['tmp_2m_4_1', 0.9893451023012511], ['tmax_2m5_1', 0.9889690295147354], ['tmax_2m4_1', 0.988699106486784], ['tmin_2m4_1', 0.9882923644581257], ['ulwrf_s5_1', 0.9871666099594831], ['tmp_2m_3_1', 0.9862414808572356], ['tmax_2m3_1', 0.9849182247274321], ['tmp_sfc4_1', 0.9798117195517193], ['ulwrf_s3_1', 0.97740751673737], ['tmp_sfc2_1', 0.975667677706812], ['tmp_2m_2_1', 0.9743545739437655], ['ulwrf_s4_1', 0.9733544288322069], ['tmax_2m2_1', 0.9716838103725776], ['tmp_sfc3_1', 0.9701100481890056], ['ulwrf_s2_1', 0.95891247038241]], ['Columna: tmp_2m_1_1', ['tmin_2m2_1', 0.9981512005164516], ['tmin_2m1_1', 0.9980817588892386], ['tmp_sfc1_1', 0.9979028208918925], ['tmin_2m3_1', 0.9974641474499955], ['ulwrf_s1_1', 0.989886382482919], ['ulwrf_s2_1', 0.9850396367967102], ['tmax_2m1_1', 0.9848337078736275], ['tmax_2m2_1', 0.9764312479929851], ['tmp_2m_2_1', 0.9737766982667028], ['ulwrf_s3_1', 0.9674427312184244], ['tmp_sfc2_1', 0.9630346941155181]], ['Columna: tmp_2m_2_1', ['tmax_2m2_1', 0.999279413581047], ['tmp_sfc2_1', 0.9971657687697132], ['ulwrf_s3_1', 0.9949020565647635], ['ulwrf_s2_1', 0.9905599295370681], ['tmax_2m3_1', 0.9880036259862426], ['tmp_2m_3_1', 0.9858190099460092], ['tmin_2m4_1', 0.9822198002917198], ['tmin_2m3_1', 0.9806732429028232], ['tmin_2m2_1', 0.9802608446453747], ['tmin_2m5_1', 0.9743545739437655], ['tmp_2m_1_1', 0.9737766982667028], ['tmax_2m4_1', 0.9734414112318843], ['tmax_2m5_1', 0.9733709418009716], ['tmp_sfc5_1', 0.9718603694854948], ['tmp_2m_5_1', 0.9707915853585791], ['tmin_2m1_1', 0.9700572344620553], ['tmp_2m_4_1', 0.9684540324625924], ['tmp_sfc1_1', 0.9657022955971822], ['ulwrf_s5_1', 0.9614582035068646], ['tmax_2m1_1', 0.9604125315224785], ['tmp_sfc3_1', 0.9570477759383318], ['ulwrf_s1_1', 0.9569062581410626], ['ulwrf_s4_1', 0.9500795033450581]], ['Columna: tmp_2m_3_1', ['tmax_2m3_1', 0.9990796906199355], ['tmin_2m4_1', 0.9989997829151602], ['tmax_2m4_1', 0.9955799983150518], ['tmax_2m5_1', 0.9949899182308278], ['tmp_2m_4_1', 0.992724635037048], ['ulwrf_s3_1', 0.9865819739434247], ['tmin_2m5_1', 0.9862414808572356], ['tmp_2m_2_1', 0.9858190099460092], ['tmp_sfc2_1', 0.9855607986565933], ['tmp_sfc3_1', 0.9854405898475033], ['ulwrf_s5_1', 0.9851699795124875], ['tmax_2m2_1', 0.9831085420291548], ['tmp_2m_5_1', 0.9814018293134269], ['ulwrf_s4_1', 0.980720770775525], ['tmp_sfc4_1', 0.9798660505699089], ['tmp_sfc5_1', 0.9758661885333627], ['ulwrf_s2_1', 0.9631815470434164], ['tmin_2m3_1', 0.9527674304436178], ['tmin_2m2_1', 0.9508499543680373]], ['Columna: tmp_2m_4_1', ['tmax_2m4_1', 0.9989991927452099], ['tmax_2m5_1', 0.998912891511249], ['tmin_2m4_1', 0.9956331074283307], ['tmp_2m_3_1', 0.992724635037048], ['ulwrf_s5_1', 0.992629010533321], ['tmp_sfc4_1', 0.9924065636207563], ['tmax_2m3_1', 0.9905843118677575], ['tmin_2m5_1', 0.9893451023012511], ['ulwrf_s4_1', 0.9874429299949301], ['tmp_2m_5_1', 0.9869728798681838], ['tmp_sfc3_1', 0.9838167456994329], ['tmp_sfc5_1', 0.9780204837374045], ['ulwrf_s3_1', 0.9717248352123742], ['tmp_sfc2_1', 0.9690993877999895], ['tmp_2m_2_1', 0.9684540324625924], ['tmax_2m2_1', 0.9651306244123877]], ['Columna: tmp_2m_5_1', ['tmin_2m5_1', 0.9985872418072574], ['tmp_sfc5_1', 0.9980210586015835], ['tmax_2m5_1', 0.9870723795457379], ['tmp_2m_4_1', 0.9869728798681838], ['tmax_2m4_1', 0.9860993922018358], ['ulwrf_s5_1', 0.9850429023316406], ['tmin_2m4_1', 0.9836322983829981], ['tmp_2m_3_1', 0.9814018293134269], ['tmax_2m3_1', 0.9801602646803439], ['tmp_sfc4_1', 0.9778991463220804], ['ulwrf_s3_1', 0.9735380279630496], ['tmp_sfc2_1', 0.972250922704137], ['tmp_2m_2_1', 0.9707915853585791], ['ulwrf_s4_1', 0.9690610099247569], ['tmax_2m2_1', 0.968114400376335], ['tmp_sfc3_1', 0.9643712722245484], ['ulwrf_s2_1', 0.956704311106679]], ['Columna: tmp_sfc1_1', ['tmp_2m_1_1', 0.9979028208918925], ['tmin_2m1_1', 0.996248676153649], ['tmin_2m2_1', 0.9959410310876413], ['tmin_2m3_1', 0.9951671659310295], ['ulwrf_s1_1', 0.9920525875016104], ['ulwrf_s2_1', 0.9836941167558975], ['tmax_2m1_1', 0.9829175761904929], ['tmax_2m2_1', 0.9686387404654087], ['tmp_2m_2_1', 0.9657022955971822], ['ulwrf_s3_1', 0.9608809573919886], ['tmp_sfc2_1', 0.9559322864982573]], ['Columna: tmp_sfc2_1', ['tmp_2m_2_1', 0.9971657687697132], ['ulwrf_s3_1', 0.9968919715831992], ['tmax_2m2_1', 0.9963280066941894], ['ulwrf_s2_1', 0.9877897069957257], ['tmax_2m3_1', 0.9875061204348023], ['tmp_2m_3_1', 0.9855607986565933], ['tmin_2m4_1', 0.9822175846196547], ['tmin_2m5_1', 0.975667677706812], ['tmp_sfc5_1', 0.9743551770315393], ['tmax_2m4_1', 0.9738550669787291], ['tmax_2m5_1', 0.9737579994430984], ['tmp_2m_5_1', 0.972250922704137], ['tmin_2m3_1', 0.9708140661560417], ['tmin_2m2_1', 0.9702605319633663], ['tmp_2m_4_1', 0.9690993877999895], ['ulwrf_s5_1', 0.967649863178039], ['tmp_sfc3_1', 0.9651682330506755], ['tmp_2m_1_1', 0.9630346941155181], ['tmin_2m1_1', 0.9596967032193685], ['ulwrf_s4_1', 0.9576549973115905], ['tmp_sfc4_1', 0.9563060096539977], ['tmp_sfc1_1', 0.9559322864982573], ['tmax_2m1_1', 0.952973392417377]], ['Columna: tmp_sfc3_1', ['ulwrf_s4_1', 0.9949082962956732], ['ulwrf_s5_1', 0.9894265289354863], ['tmp_sfc4_1', 0.9886690618484514], ['tmin_2m4_1', 0.9857595749820292], ['tmax_2m4_1', 0.9856675762729512], ['tmp_2m_3_1', 0.9854405898475033], ['tmax_2m5_1', 0.9847393326351008], ['tmp_2m_4_1', 0.9838167456994329], ['tmax_2m3_1', 0.9835345189022994], ['tmin_2m5_1', 0.9701100481890056], ['ulwrf_s3_1', 0.9698262276074615], ['tmp_sfc2_1', 0.9651682330506755], ['tmp_2m_5_1', 0.9643712722245484], ['tmp_2m_2_1', 0.9570477759383318], ['tmp_sfc5_1', 0.9560370173037632], ['tmax_2m2_1', 0.9539515582892754]], ['Columna: tmp_sfc4_1', ['ulwrf_s5_1', 0.9966804863664394], ['ulwrf_s4_1', 0.9957608658788498], ['tmp_2m_4_1', 0.9924065636207563], ['tmax_2m4_1', 0.9902667320861007], ['tmax_2m5_1', 0.990183127468572], ['tmp_sfc3_1', 0.9886690618484514], ['tmin_2m4_1', 0.9840410123591383], ['tmp_2m_3_1', 0.9798660505699089], ['tmin_2m5_1', 0.9798117195517193], ['tmp_2m_5_1', 0.9778991463220804], ['tmax_2m3_1', 0.9774159740457259], ['tmp_sfc5_1', 0.9685872464444223], ['ulwrf_s3_1', 0.9609986923315169], ['tmp_sfc2_1', 0.9563060096539977]], ['Columna: tmp_sfc5_1', ['tmp_2m_5_1', 0.9980210586015835], ['tmin_2m5_1', 0.9960878423266774], ['tmax_2m5_1', 0.9789693477260845], ['ulwrf_s5_1', 0.9787198905527447], ['tmp_2m_4_1', 0.9780204837374045], ['tmax_2m4_1', 0.9779255842920488], ['tmin_2m4_1', 0.9772816032898618], ['tmp_2m_3_1', 0.9758661885333627], ['tmax_2m3_1', 0.9752062916975955], ['ulwrf_s3_1', 0.9746737419558961], ['tmp_sfc2_1', 0.9743551770315393], ['tmp_2m_2_1', 0.9718603694854948], ['tmax_2m2_1', 0.9696966086282315], ['tmp_sfc4_1', 0.9685872464444223], ['ulwrf_s2_1', 0.9624211939860853], ['ulwrf_s4_1', 0.9600455484407057], ['tmp_sfc3_1', 0.9560370173037632]], ['Columna: ulwrf_s1_1', ['tmin_2m1_1', 0.9927873948283475], ['tmax_2m1_1', 0.9926185875344293], ['tmp_sfc1_1', 0.9920525875016104], ['tmp_2m_1_1', 0.989886382482919], ['tmin_2m2_1', 0.9851587060862387], ['tmin_2m3_1', 0.9845098225204798], ['ulwrf_s2_1', 0.9761880750421632], ['tmax_2m2_1', 0.9602436099456786], ['tmp_2m_2_1', 0.9569062581410626], ['ulwrf_s3_1', 0.9568053797580687]], ['Columna: ulwrf_s2_1', ['tmax_2m2_1', 0.9916831918927983], ['tmp_2m_2_1', 0.9905599295370681], ['ulwrf_s3_1', 0.9904697536560035], ['tmin_2m2_1', 0.9897056135142127], ['tmin_2m3_1', 0.9895084256536643], ['tmp_sfc2_1', 0.9877897069957257], ['tmp_2m_1_1', 0.9850396367967102], ['tmp_sfc1_1', 0.9836941167558975], ['tmin_2m1_1', 0.9810615032837349], ['ulwrf_s1_1', 0.9761880750421632], ['tmax_2m1_1', 0.9711637882802264], ['tmax_2m3_1', 0.9667463863072444], ['tmp_2m_3_1', 0.9631815470434164], ['tmp_sfc5_1', 0.9624211939860853], ['tmin_2m4_1', 0.9589828757785641], ['tmin_2m5_1', 0.95891247038241], ['tmp_2m_5_1', 0.956704311106679]], ['Columna: ulwrf_s3_1', ['tmp_sfc2_1', 0.9968919715831992], ['tmp_2m_2_1', 0.9949020565647635], ['tmax_2m2_1', 0.9943735732483848], ['ulwrf_s2_1', 0.9904697536560035], ['tmax_2m3_1', 0.98828872838694], ['tmp_2m_3_1', 0.9865819739434247], ['tmin_2m4_1', 0.983678745889547], ['tmin_2m5_1', 0.97740751673737], ['tmax_2m4_1', 0.9761661994576958], ['tmax_2m5_1', 0.9759211666401718], ['tmp_sfc5_1', 0.9746737419558961], ['tmin_2m3_1', 0.9743175328046926], ['ulwrf_s5_1', 0.9738021131102192], ['tmin_2m2_1', 0.9736090563981777], ['tmp_2m_5_1', 0.9735380279630496], ['tmp_2m_4_1', 0.9717248352123742], ['tmp_sfc3_1', 0.9698262276074615], ['tmp_2m_1_1', 0.9674427312184244], ['ulwrf_s4_1', 0.9653517574338257], ['tmin_2m1_1', 0.9645067969204282], ['tmp_sfc4_1', 0.9609986923315169], ['tmp_sfc1_1', 0.9608809573919886], ['tmax_2m1_1', 0.9578831233543978], ['ulwrf_s1_1', 0.9568053797580687]], ['Columna: ulwrf_s4_1', ['ulwrf_s5_1', 0.9963102550341579], ['tmp_sfc4_1', 0.9957608658788498], ['tmp_sfc3_1', 0.9949082962956732], ['tmp_2m_4_1', 0.9874429299949301], ['tmax_2m4_1', 0.9869522366528207], ['tmax_2m5_1', 0.986223408840029], ['tmin_2m4_1', 0.9836098106755029], ['tmp_2m_3_1', 0.980720770775525], ['tmax_2m3_1', 0.9784930183377477], ['tmin_2m5_1', 0.9733544288322069], ['tmp_2m_5_1', 0.9690610099247569], ['ulwrf_s3_1', 0.9653517574338257], ['tmp_sfc5_1', 0.9600455484407057], ['tmp_sfc2_1', 0.9576549973115905], ['tmp_2m_2_1', 0.9500795033450581]], ['Columna: ulwrf_s5_1', ['tmp_sfc4_1', 0.9966804863664394], ['ulwrf_s4_1', 0.9963102550341579], ['tmp_2m_4_1', 0.992629010533321], ['tmax_2m4_1', 0.991573209428599], ['tmax_2m5_1', 0.9915012699578521], ['tmp_sfc3_1', 0.9894265289354863], ['tmin_2m4_1', 0.9881880630948019], ['tmin_2m5_1', 0.9871666099594831], ['tmp_2m_3_1', 0.9851699795124875], ['tmp_2m_5_1', 0.9850429023316406], ['tmax_2m3_1', 0.9833444127977561], ['tmp_sfc5_1', 0.9787198905527447], ['ulwrf_s3_1', 0.9738021131102192], ['tmp_sfc2_1', 0.967649863178039], ['tmp_2m_2_1', 0.9614582035068646], ['tmax_2m2_1', 0.9586701405643553]], ['Columna: ulwrf_t1_1'], ['Columna: ulwrf_t2_1', ['ulwrf_t3_1', 0.9751600831406207]], ['Columna: ulwrf_t3_1', ['ulwrf_t2_1', 0.9751600831406207]], ['Columna: ulwrf_t4_1', ['ulwrf_t5_1', 0.9759671994957412]], ['Columna: ulwrf_t5_1', ['ulwrf_t4_1', 0.9759671994957412]], ['Columna: uswrf_s1_1'], ['Columna: uswrf_s2_1', ['dswrf_s2_1', 0.9912815245133624], ['dswrf_s3_1', 0.9591543590605579]], ['Columna: uswrf_s3_1'], ['Columna: uswrf_s4_1', ['uswrf_s5_1', 0.9567727958269349]], ['Columna: uswrf_s5_1', ['uswrf_s4_1', 0.9567727958269349]], ['Columna: salida']]
""" seaborne Correlation Heat Map """
# It needs to show all the columns
fig, ax = plt.subplots(figsize=(19,18))
plt.title('Correlation Heat Map',y=1)
# We use blue color scale because it is easier to see the annotations and the correlation values
sns.heatmap(correlation, square=True, cmap='Blues', annot=True, fmt='.2f', annot_kws={'size': 4}, linewidths=.3, cbar_kws={"shrink": .5}, vmin=0.0, vmax=1)
# We can modify vmax=0.95 in order to get same color scale for values with more than 0.95 correlation
# Note: it delays around 15 seconds as it needs to plot a 76*76 matrix with its 5766 correlation values
# Exporting image as png to ../data/img folder - easier to visualize the annotations, better resolution
plt.savefig("../data/img/correlation_heatmap.png", dpi=200)
Once obtained the most correlated columns of the dataset, we can plot them and visualize their correlation.
# 1
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['apcp_sf1_1', 'apcp_sf2_1', 'apcp_sf3_1','apcp_sf4_1', 'apcp_sf5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 2
sns.set(), sns.set(font_scale=.75)
columns = []
columns = [ 'dlwrf_s1_1', 'dlwrf_s2_1', 'dlwrf_s3_1', 'dlwrf_s4_1', 'dlwrf_s5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 3
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['pwat_ea1_1', 'pwat_ea2_1','pwat_ea3_1','pwat_ea4_1','pwat_ea5_1', 'dlwrf_s1_1', 'dlwrf_s2_1', 'dlwrf_s3_1', 'dlwrf_s4_1', 'dlwrf_s5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 4
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['dswrf_s1_1', 'dswrf_s2_1', 'dswrf_s3_1', 'dswrf_s4_1', 'dswrf_s5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 5
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['dswrf_s1_1', 'dswrf_s2_1', 'dswrf_s3_1', 'dswrf_s4_1', 'dswrf_s5_1', 'uswrf_s1_1', 'uswrf_s2_1', 'uswrf_s3_1', 'uswrf_s4_1', 'uswrf_s5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 6
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['pres_ms1_1', 'pres_ms2_1', 'pres_ms3_1', 'pres_ms4_1', 'pres_ms5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 7
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['pwat_ea1_1', 'pwat_ea2_1','pwat_ea3_1','pwat_ea4_1','pwat_ea5_1', 'spfh_2m1_1', 'spfh_2m2_1', 'spfh_2m3_1', 'spfh_2m4_1', 'spfh_2m5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 8
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['spfh_2m1_1', 'spfh_2m2_1', 'spfh_2m3_1', 'spfh_2m4_1', 'spfh_2m5_1','ulwrf_s1_1', 'ulwrf_s2_1', 'ulwrf_s3_1', 'ulwrf_s4_1', 'ulwrf_s5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 9
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['tmax_2m1_1', 'tmax_2m2_1', 'tmax_2m3_1', 'tmax_2m4_1', 'tmax_2m5_1', 'tmin_2m1_1', 'tmin_2m2_1', 'tmin_2m3_1', 'tmin_2m4_1', 'tmin_2m5_1','tmp_2m_1_1', 'tmp_2m_2_1', 'tmp_2m_3_1', 'tmp_2m_4_1', 'tmp_2m_5_1', 'tmp_sfc1_1', 'tmp_sfc2_1', 'tmp_sfc3_1', 'tmp_sfc4_1', 'tmp_sfc5_1','ulwrf_s1_1', 'ulwrf_s2_1', 'ulwrf_s3_1', 'ulwrf_s4_1', 'ulwrf_s5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 10
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['ulwrf_t1_1', 'ulwrf_t2_1', 'ulwrf_t3_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 11
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['ulwrf_t4_1', 'ulwrf_t5_1', ]
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
# 12
sns.set(), sns.set(font_scale=.75)
columns = []
columns = ['uswrf_s2_1', 'uswrf_s3_1', 'uswrf_s4_1', 'uswrf_s5_1']
sns.pairplot(disp_df[columns], size = 1 ,kind ='scatter',diag_kind='kde')
plt.show()
/home/carlosiborra/anaconda3/envs/ml_practica1_env/lib/python3.9/site-packages/seaborn/axisgrid.py:2076: UserWarning: The `size` parameter has been renamed to `height`; please update your code. warnings.warn(msg, UserWarning)
As we can observe in the graphs above, the most correlated variables present a linear relationship between them. This shows as a diagonal in the graph, since both variables grow at the same time.
Since we are working with a time dependent data, we need to avoid mixing it. Also, we are required to add the first 10 years of data to the train set and the last 2 years to the test set. This means we are assigning a 83.333333 of the data to train and a 16.66666666 to test.
Note: iloc is useful when we want to split data based on the index or other criteria, while train_test_split is useful when wanting to randomly split data into training and testing subsets.
Therefore, we will use iloc to split the data into train and test sets as we are dealing with time dependent data.
""" Train Test Split (time series) """
# * Make a copy of the dataframe (as Padas dataframe is mutable, therefore uses a reference)
disp_df_copy = disp_df.copy()
# print(disp_df)
# print(disp_df_copy)
# Now we make the train_x, train_y, test_x, test_y splits taking into account the time series
# Note: the time series is ordered by date, therefore we need to split the data in a way that the train data is before the test data
# Note: the 10 first years are used for training and the last two years for testing
# Note: this is done because if not, we will be predicting the past from the future, which leads to errors and overfitting (data leakage) in the model
# * Calculate the number of rows for training and testing
num_rows = disp_df_copy.shape[0]
num_train_rows = int(num_rows * 10/12) # 10 first years for training, 2 last years for testing
# * Split the data into train and test dataframes (using iloc instead of train_test_split as it picks random rows)
train_df = disp_df_copy.iloc[:num_train_rows, :] # train contains the first 10 years of rows
test_df = disp_df_copy.iloc[num_train_rows:, :] # test contains the last 2 years of rows
# Print the number of rows for each dataframe
print(f"Number of rows for training: {train_df.shape[0]}")
print(f"Number of rows for testing: {test_df.shape[0]}")
# Print the dataframes
# print(train_df), print(test_df)
# * Separate the input features and target variable for training and testing
train_x = train_df.drop('salida', axis=1) # By using drop we create a new dataframe without the column 'salida' (train)
train_y = train_df['salida'] # We create a new dataframe with only the column 'salida' (train)
test_x = test_df.drop('salida', axis=1) # By using drop we create a new dataframe without the column 'salida' (test)
test_y = test_df['salida'] # We create a new dataframe with only the column 'salida' (test)
# Print the shapes of the dataframes
print(train_x.shape, train_y.shape, test_x.shape, test_y.shape)
Number of rows for training: 3650 Number of rows for testing: 730 (3650, 75) (3650,) (730, 75) (730,)
from nbconvert import HTMLExporter
# Create an HTMLExporter object
html_exporter = HTMLExporter()
# Notebook path
path = "./model.ipynb"
# Get the current notebook's filename
notebook_filename = os.path.splitext(os.path.basename(path))[0]
# Export the notebook to an HTML file
(body, resources) = html_exporter.from_filename(path)
html_file = "../data/html/" + notebook_filename + ".html"
with open(html_file, "w", encoding="utf-8") as f:
f.write(body)
print("Notebook exported to HTML:", html_file)
Notebook exported to HTML: model.html